SCI-VOC v215 · 12번 TO-BE 이후 화자분리 중심 신규 학회지 한글 원고

2. AS-IS 본문 분석 - stress_score 구성 타당도

전체 통합 문서에 동일하게 포함되는 논문용 상세보고서입니다.

PDF 다운로드 DOCX 다운로드 DOC 다운로드 전체 데이터 ZIP 12. IEEE Access

2. AS-IS 본문 분석 - stress_score 구성 타당도

논문 작성용 상세 본문

AS-IS 분석은 통화 전체 음성 단위에서 energy_mean, pitch_mean, wpm, duration_sec를 결합해 stress_score를 산출하고 구성 타당도를 검증한 최종 본문 분석이다.

각 변수는 n=998 전역 평균과 표준편차로 z-score 표준화한 뒤, energy·pitch·wpm은 양(+) 방향, duration은 음(-) 방향으로 균등 결합하였다. 최종 stress_raw는 전역 min/max로 0~1 정규화하였다.

수렴 타당도는 energy와 pitch의 stress_score 상관을 중심으로 검증했고, 판별 구조는 wpm과 duration이 수렴 변수보다 낮은 상관을 보이는지 확인했다. Bootstrap 2,000회, 단변량 회귀, ANOVA, 가중치 민감도 분석을 함께 사용했다.

최종 datasets0413 분석은 원본 1,000건 중 유효 998건을 대상으로 수행되었다. energy_mean, pitch_mean, wpm, duration_sec는 서로 다른 단위를 가지므로 전역 평균과 표준편차로 표준화하였다.

stress_raw는 energy, pitch, wpm의 양의 방향과 duration의 음의 방향을 균등하게 결합하였다. 이후 전체 표본의 최소·최대값을 이용해 0~1 범위로 정규화하였다.

energy와 pitch는 수렴 타당도 기준을 충족했고, wpm과 duration은 상대적으로 낮은 상관을 보여 구성 구조가 유지됐다. ANOVA와 가중치 민감도 역시 지수의 안정성을 보완한다.

분석 수치 및 결과표

표 2-1. 주요 변수 기술통계 (n=998)

변수평균표준편차최소중앙값최대
stress_score0.62210.06810.3200.62470.864
energy_mean0.06800.02920.01270.06370.208
pitch_mean (Hz)229.8427.87127.28231.10321.49
wpm82.7719.430.0084.88134.25
duration_sec146.72170.322.0495.251,719.3

표 2-2. stress_score와 음성 특징 상관

변수rp판정
energy_mean0.6298<.001수렴 타당도 충족
pitch_mean0.5669<.001수렴 타당도 충족
wpm0.3757<.001중간
duration_sec-0.5137<.001음의 방향 구조 확인

표 2-3. 단변량 OLS 결과

변수기울기R²tp
energy_mean1.46700.396725.590<.001
pitch_mean0.0013850.321421.719<.001
wpm0.0013170.141212.796<.001
duration_sec-0.0002050.2639-18.898<.001

표 2-4. Bootstrap 95% CI

변수rCI 하한CI 상한판정
energy_mean0.6290.5900.669충족
pitch_mean0.5660.5140.615충족
wpm0.3750.3170.434중간
duration_sec-0.512-0.566-0.453구조 확인

표 2-5. ANOVA 효과크기

변수Fpη²효과
energy_mean260.481.06e-910.3436대
pitch_mean171.311.17e-640.2561대
wpm75.263.65e-310.1314중
duration_sec75.183.91e-310.1313중

표 2-6. 가중치 민감도

시나리오기본과의 r해석
pitch 중심0.9280안정
energy 중심0.9353안정
pitch+energy0.9381안정
wpm 낮춤0.9478안정
wpm 제외0.8792허용범위
duration 제외0.8778허용범위

표 2-Q. 연구 질문

번호연구 질문
14개 음성 특징으로 구성한 stress_score가 이론적으로 기대한 방향과 강도를 보이는가?
2수렴·판별·민감도·구간 효과가 일관되게 확인되는가?

표 2-M. 분석 방법 및 도구

순서방법/도구
1Global z-score
2Min-max normalization
3Pearson correlation
4Bootstrap 2,000
5Univariate OLS
6ANOVA
7Weight sensitivity

분석 그림 및 도식

그림 2-1. stress_score와 4개 특징의 상관계수
그림 2-1. stress_score와 4개 특징의 상관계수
그림 2-2. 스트레스 구간별 ANOVA 효과크기
그림 2-2. 스트레스 구간별 ANOVA 효과크기
그림 2-3. 가중치 민감도 시나리오 상관
그림 2-3. 가중치 민감도 시나리오 상관
그림 2-4. 주요 변수 표준화 전 평균
그림 2-4. 주요 변수 표준화 전 평균

원본 분석 산출물 연계

산출물 JSON: research_continuity/01_asis_0413_original/asis_0413_locked_manifest.json

전체 행 포함
경로값
step02_lock_asis_0413
stateDONE
locked_at2026-07-05 16:17:57
sourceC:\AI\sci_voc_bot\resources\asis\0413_voc_full_validation_report.html
locked_fileC:\AI\sci_voc_bot\research_continuity\01_asis_0413_original\0413_voc_full_validation_report.html
size_bytes1274984
sha256139f8da7b79caa6744eb509166b3c8daa141504a32f97aa68a67de4e077dbab3
role논문 본문 기준 AS-IS 0413 결과. TO-BE 결과로 직접 덮어쓰지 않는다.
known_baseline_notes.clean_rows0413 기준 998건으로 보고된 기준을 우선 확인
known_baseline_notes.stress_score0413 본문 기준값을 우선 유지
known_baseline_notes.warning화면/자동화 산출물과 본문 기준값이 다르면 교체가 아니라 차이 원인 분석으로 처리

산출물 CSV: research_continuity/02_asis_same_method_reproduction/actual_same_method_reproduced_stress_index_v150.csv (행 998, 열 19)

대용량 표 요약·앞/뒤 표본 포함, 원본은 데이터 ZIP 수록
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... 중간 948행은 전체 데이터 부록 ZIP에 원본으로 포함 ...
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산출물 CSV: research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduced_stress_index_v153.csv (행 998, 열 19)

대용량 표 요약·앞/뒤 표본 포함, 원본은 데이터 ZIP 수록
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... 중간 948행은 전체 데이터 부록 ZIP에 원본으로 포함 ...
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산출물 CSV: research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduced_stress_index_v154.csv (행 998, 열 19)

대용량 표 요약·앞/뒤 표본 포함, 원본은 데이터 ZIP 수록
stress_scoreenergy_meanpitch_meanwpmduration_secz_energy_meanz_pitch_meanz_wpmz_duration_secstress_raw_formula_candidatestress_score_formula_candidatestress_score_reproducedstress_score_asis_referencestress_score_reproduced_reference_lockedstress_formula_candidate_minus_asisreproduction_method_versionreproduction_modereproduction_created_atoriginal_data_policy
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... 중간 948행은 전체 데이터 부록 ZIP에 원본으로 포함 ...
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산출물 CSV: research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduced_stress_index_v155.csv (행 998, 열 19)

대용량 표 요약·앞/뒤 표본 포함, 원본은 데이터 ZIP 수록
stress_scoreenergy_meanpitch_meanwpmduration_secz_energy_meanz_pitch_meanz_wpmz_duration_secstress_raw_formula_candidatestress_score_formula_candidatestress_score_reproducedstress_score_asis_referencestress_score_reproduced_reference_lockedstress_formula_candidate_minus_asisreproduction_method_versionreproduction_modereproduction_created_atoriginal_data_policy
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... 중간 948행은 전체 데이터 부록 ZIP에 원본으로 포함 ...
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산출물 CSV: research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduced_stress_index_v156.csv (행 998, 열 19)

대용량 표 요약·앞/뒤 표본 포함, 원본은 데이터 ZIP 수록
stress_scoreenergy_meanpitch_meanwpmduration_secz_energy_meanz_pitch_meanz_wpmz_duration_secstress_raw_formula_candidatestress_score_formula_candidatestress_score_reproducedstress_score_asis_referencestress_score_reproduced_reference_lockedstress_formula_candidate_minus_asisreproduction_method_versionreproduction_modereproduction_created_atoriginal_data_policy
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... 중간 948행은 전체 데이터 부록 ZIP에 원본으로 포함 ...
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0.62531125372390260.1157152205705642277.4541207566728676.923076923076922.341.63439277218584561.7093215716939207-0.3011839020017692-0.84814469445264880.54859643685633710.50594460992717890.62531125372390260.62531125372390260.6253112537239026-0.11936664379672368v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-07 07:48:44read_only
0.49995386767294930.0352397561073303235.931081392966688.8888888888888999.9-1.12009022321714080.21875282493749020.31503936050275677-0.27503982161621376-0.21533446484827690.333592432529020650.49995386767294930.49995386767294930.4999538676729493-0.16636143514392865v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-07 07:48:44read_only
0.50004262537073210.0401565991342067238.8240575451484377.7511961722488150.16-0.95179842646977040.32260311874144104-0.2585368717019852-0.5672316663772252-0.363740961451884950.3001101073964860.50004262537073210.50004262537073210.5000426253707321-0.19993251797424605v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-07 07:48:44read_only
0.46821320300908820.0239846743643283263.096189795694556.1797752808988753.4-1.50532479725471211.193909321375195-1.3694361066645109-0.5481986632202956-0.55726256144108090.256449261818321230.46821320300908820.46821320300908820.4682132030090882-0.21176394119076697v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-07 07:48:44read_only
0.42502580899883440.03632278367877215.639428725286443.4782608695652175.9-1.0830207754173564-0.5096645488860132-2.0235470580703203-0.41602503018606246-1.00806435313993830.154742850674435160.42502580899883440.42502580899883440.4250258089988344-0.27028295832439925v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-07 07:48:44read_only

산출물 CSV: research_continuity/02_asis_same_method_reproduction/runs/20260705_191034/actual_same_method_reproduced_stress_index_v150.csv (행 3, 열 14)

전체 행 포함
call_idstress_scoreenergy_meanpitch_meanwpmduration_secz_energy_meanz_pitch_meanz_wpmz_duration_secstress_raw_reproducedstress_score_reproducedreproduction_method_versionreproduction_created_at
a0.0110012030-1.224744871391589-1.224744871391589-1.224744871391589-1.224744871391589-1.2247448713915890.0v150_actual_same_method_lock2026-07-05 19:10:34
b0.52110140400.00.00.00.00.00.5v150_actual_same_method_lock2026-07-05 19:10:34
c1.03120160501.2247448713915891.2247448713915891.2247448713915891.2247448713915891.2247448713915891.0v150_actual_same_method_lock2026-07-05 19:10:34

산출물 CSV: research_continuity/02_asis_same_method_reproduction/runs/20260705_191055/actual_same_method_reproduced_stress_index_v150.csv (행 3, 열 14)

전체 행 포함
call_idstress_scoreenergy_meanpitch_meanwpmduration_secz_energy_meanz_pitch_meanz_wpmz_duration_secstress_raw_reproducedstress_score_reproducedreproduction_method_versionreproduction_created_at
a0.0110012030-1.224744871391589-1.224744871391589-1.224744871391589-1.224744871391589-1.2247448713915890.0v150_actual_same_method_lock2026-07-05 19:10:55
b0.52110140400.00.00.00.00.00.5v150_actual_same_method_lock2026-07-05 19:10:55
c1.03120160501.2247448713915891.2247448713915891.2247448713915891.2247448713915891.2247448713915891.0v150_actual_same_method_lock2026-07-05 19:10:55

산출물 CSV: research_continuity/02_asis_same_method_reproduction/runs/20260705_194459/actual_same_method_reproduced_stress_index_v150.csv (행 3, 열 14)

전체 행 포함
call_idstress_scoreenergy_meanpitch_meanwpmduration_secz_energy_meanz_pitch_meanz_wpmz_duration_secstress_raw_reproducedstress_score_reproducedreproduction_method_versionreproduction_created_at
a0.0110012030-1.224744871391589-1.224744871391589-1.224744871391589-1.224744871391589-1.2247448713915890.0v150_actual_same_method_lock2026-07-05 19:44:59
b0.52110140400.00.00.00.00.00.5v150_actual_same_method_lock2026-07-05 19:44:59
c1.03120160501.2247448713915891.2247448713915891.2247448713915891.2247448713915891.2247448713915891.0v150_actual_same_method_lock2026-07-05 19:44:59

산출물 CSV: research_continuity/02_asis_same_method_reproduction/runs/20260705_203636/actual_same_method_reproduced_stress_index_v150.csv (행 998, 열 13)

대용량 표 요약·앞/뒤 표본 포함, 원본은 데이터 ZIP 수록
stress_scoreenergy_meanpitch_meanwpmduration_secz_energy_meanz_pitch_meanz_wpmz_duration_secstress_raw_reproducedstress_score_reproducedreproduction_method_versionreproduction_created_at
0.46832620395070430.0387283228337764238.024618429289256.1151079136690641.7-1.00068491390433170.29390534085006853-1.372766389316937-0.6169289523980969-0.67411872869232430.2300850778021826v150_actual_same_method_lock2026-07-05 20:36:36
0.57138862407418560.0516217462718486254.4835085646635112.9411764705882576.5-0.5593738155517960.88473654246798591.553699901604292-0.412500399971816260.36664055713716650.4648931326403989v150_actual_same_method_lock2026-07-05 20:36:36
0.54734467085526730.0836487412452697250.632895507677467.3652694610778640.080.5368337507735730.7465095830124963-0.7933981632195622-0.6264454539765617-0.034125070852513650.37447549348450854v150_actual_same_method_lock2026-07-05 20:36:36
0.47681640018365270.0569056421518325259.6335575649530453.07346326836582200.1-0.37851867606335141.069609861033522-1.52940700777754920.3135734241629046-0.131185599661118480.35257744820024006v150_actual_same_method_lock2026-07-05 20:36:36
0.50434459557878790.0736489668488502212.820110024110489.41736028537456252.30.1945653498824221-0.61087073242931210.342254928406812930.62021625280232570.136541449665562170.4129799529253069v150_actual_same_method_lock2026-07-05 20:36:36
0.56891658434677970.062197983264923279.732606505923697.68339768339769155.4-0.197374476410550781.7911132637233730.76794476441190260.050988473201561430.60316800623157150.5182566250385838v150_actual_same_method_lock2026-07-05 20:36:36
0.55668256462344060.0671501383185386248.746702783868894.3582975915539490.93-0.027874033303260630.67880018679411880.5967065707477909-0.32773304331919470.229974920229863540.43405968940106837v150_actual_same_method_lock2026-07-05 20:36:36
0.57985797431051370.1463118344545364229.4130702684118451.3626834381551357.242.681641809174202-0.015226763795700088-1.6175098737937825-0.52564102984911990.13081603543389980.4116882292797108v150_actual_same_method_lock2026-07-05 20:36:36
0.45102884716147440.0526598244905471183.540846493754678.69658776513987195.18-0.5238428767697084-1.6619198804485729-0.2098504730371750.2846714564060857-0.52773544346234270.26311094164377696v150_actual_same_method_lock2026-07-05 20:36:36
0.56535926519381270.053933672606945278.8583735839270687.9120879120879124.57-0.48024209734274181.75973058338777540.26473542070646916-0.71755714501482650.20666669043416910.4288010669947478v150_actual_same_method_lock2026-07-05 20:36:36
0.536749401026360.0630923733115196223.237486242549793.1289040318001252.83-0.16676164067185772-0.236914113348542320.5333944518161157-0.5515470619238296-0.10545709103202850.35838211518456575v150_actual_same_method_lock2026-07-05 20:36:36
0.56932045962080850.0623011589050293253.2706965866162102.3622047244094468.58-0.193843020604633020.8411997576403011.0088970497795062-0.459025518799866360.2993070670038270.4497018717417976v150_actual_same_method_lock2026-07-05 20:36:36
0.60623590431719090.0901525691151619262.447749076809797.8398983481575647.220.75944424941605781.17063199186114320.7760043386804938-0.58450235442703170.53039455638266570.5018380425329577v150_actual_same_method_lock2026-07-05 20:36:36
0.54153829768672860.0859183967113494260.7231255390308389.69633140249253341.820.61451863806734111.1087225077596340.35662156666137841.14609108076786130.80648844831405380.5641282095291165v150_actual_same_method_lock2026-07-05 20:36:36
0.52028394081335830.0481829233467578254.0429629119956380.5369127516778680.46-0.67707651331866690.8689221032687177-0.1150762052722138-0.38923784055779126-0.078117113969988580.36455034920434926v150_actual_same_method_lock2026-07-05 20:36:36
0.50675170791673320.0801493227481842254.994837634184467.42268041237114291.00.417057011262806750.9030919216024444-0.79044157625241680.84755490162120670.344315564558510260.459856340604963v150_actual_same_method_lock2026-07-05 20:36:36
0.40011872964091840.0258763041347265236.371435229238458.49668158666461388.74-1.44057882690321030.23456037842873903-1.25011854035680851.4217171635219157-0.258604956327341040.32383007914488066v150_actual_same_method_lock2026-07-05 20:36:36
0.49821783433823080.0771065503358841279.78565363866518.5185185185185153.240.312910176889566851.7930175173469274-3.308940302321479-0.8428577491312794-0.51146758930406610.26678116898962506v150_actual_same_method_lock2026-07-05 20:36:36
0.5119901102419120.0694236010313034201.51792369528184110.28110870847256305.220.04994116695388573-1.01658972530473981.416709980691490.93108863769884220.345287515009869540.4600756245431321v150_actual_same_method_lock2026-07-05 20:36:36
0.49845069570862780.0441754981875419209.5528176667605285.7142857142857221.0-0.8142411078946113-0.72815800111221730.1515515561648219-0.7385286947895915-0.53234406190789950.2620711808197068v150_actual_same_method_lock2026-07-05 20:36:36
0.52218468009799610.0746127665042877218.773744790987689.48621980265396176.340.22755391080077186-0.39715078203313860.34580110116246370.173998067678754420.087550574402212850.4019270108261736v150_actual_same_method_lock2026-07-05 20:36:36
0.44048844443805140.0510383136570453221.1599628336262861.2177729018102273.45-0.5793433208806331-0.3114917818296897-1.10998598833421220.7444594678545047-0.31409040579750750.311311881479673v150_actual_same_method_lock2026-07-05 20:36:36
0.51605611008029710.0646125078201294197.41318190201576101.94661850290989149.49-0.11473106610333283-1.16393924317012080.9874949169366970.0162708655912362-0.068726131686380070.366669069943196v150_actual_same_method_lock2026-07-05 20:36:36
0.53888160491196920.0899170190095901232.897901139873294.28223844282238295.920.75138193173090380.109869569814032860.59278962663162140.87645686937802580.58262449938864590.5136217580265654v150_actual_same_method_lock2026-07-05 20:36:36
0.50004533766174010.0556679740548133175.20808180424984102.5454545454545682.5-0.4208810998148744-1.96104438603829821.018334169709222-0.3772540978293541-0.43521135349332620.2839855107080209v150_actual_same_method_lock2026-07-05 20:36:36
... 중간 948행은 전체 데이터 부록 ZIP에 원본으로 포함 ...
0.5436442198651580.0500455312430858230.5595949974204108.581436077057885.65-0.61332389242037130.025930481787273221.329179120511457-0.35874978920456140.095758980168449350.4037789278040333v150_actual_same_method_lock2026-07-05 20:36:36
0.52457726783717350.0606882981956005224.361615885163988.9558989822842179.59-0.2490473916226451-0.196560792920659920.3184902904096265-0.39434855436844823-0.13036661212553170.3527622218292493v150_actual_same_method_lock2026-07-05 20:36:36
0.42436011205798690.0546061731874942230.743726782473768.85322167946033515.88-0.457224008216115030.03254033232544967-0.71677062025948232.1685863059206890.256783002442635360.4401079214217003v150_actual_same_method_lock2026-07-05 20:36:36
0.5307015118276790.0626592934131622231.812392676108496.22388345792602156.51-0.181584931517495330.070902648913689390.6927817399333640.0575090390979168460.159902124106868710.41825040748666137v150_actual_same_method_lock2026-07-05 20:36:36
0.54157768152938080.0936460345983505238.7539513048745370.95238095238095126.00.87901723147528540.32008648767815207-0.6086667340065787-0.12171840729650330.117179644462588880.4086116922912035v150_actual_same_method_lock2026-07-05 20:36:36
0.51392410795307610.0369009189307689237.5238298970817391.8836140888208258.77-1.06323258616867560.27592833949657540.4692636904754492-0.5166532228027919-0.208673444749860710.3350952403289057v150_actual_same_method_lock2026-07-05 20:36:36
0.50387453729865070.0424245782196521223.477919833505287.1040723981900453.04-0.8741709176823806-0.228283174914349430.2231237058014514-0.5503134413488434-0.357410957036030540.3015382340000546v150_actual_same_method_lock2026-07-05 20:36:36
0.54078922465853090.0403904914855957249.0688853210559298.32635983263628.68-0.94379284975203480.69036569905046730.8010564524780849-0.6934134280472398-0.0364460315676806150.37395185629163935v150_actual_same_method_lock2026-07-05 20:36:36
0.59394182616299860.0656273290514946256.6302502247697111.9402985074626940.2-0.079996158466404050.96179896552151671.5021560293147809-0.62574052793371250.43955457710904530.48134342948919073v150_actual_same_method_lock2026-07-05 20:36:36
0.53297283725748210.0551260747015476229.361467247525693.1716656030631847.01-0.43942902077123225-0.017079177572483240.5355966153658044-0.5857359750020179-0.126661889494982250.3535980526754773v150_actual_same_method_lock2026-07-05 20:36:36
0.61388582647615080.150307759642601235.680284988738267.2043010752688244.642.81841278719639070.20974988855156443-0.801687819128141-0.59965826434829050.40670414806788080.47393196994347164v150_actual_same_method_lock2026-07-05 20:36:36
0.4337819395491830.0456519089639186204.6443313130368.53082741233098261.78-0.7637070922802337-0.9043598510939933-0.73337349248167880.6759054101874157-0.431383756417122570.2848490635356582v150_actual_same_method_lock2026-07-05 20:36:36
0.44532823975467690.0183735396713018252.28753280258650.9013785790031956.58-1.69738053995773690.8059067436443377-1.6412664551380312-0.5295181230847907-0.76556459363405530.20945376952338823v150_actual_same_method_lock2026-07-05 20:36:36
0.51081226037339330.0523386746644973220.2892183244527584.8101265822784947.4-0.5348350684983432-0.34274923724896440.10498857391667553-0.5834449653627578-0.339010174298347460.30568967618362575v150_actual_same_method_lock2026-07-05 20:36:36
0.51021123728767370.0820771381258964229.937541128758875.9208218491606239.460.483041528551434730.0036003713321039266-0.352798693649426340.54478916621745650.16965809311289220.4204514737049085v150_actual_same_method_lock2026-07-05 20:36:36
0.35446833156407830.0604709573090076205.117047620717787.307072103202051041.84-0.2564864512207348-0.88739056933815750.23357791825835475.2582771517289241.08699451235709650.6274138166479385v150_actual_same_method_lock2026-07-05 20:36:36
0.48526472477346450.0225888956338167214.6739145687590791.228070175438617.1-1.5530989704661737-0.54432398731643890.4355040584359729-0.7614387911821919-0.60583942263220790.24548972636979172v150_actual_same_method_lock2026-07-05 20:36:36
0.5724688798184210.0605529174208641287.8443739261986788.6172650878533178.54-0.25368115228998832.082304544104150.3010510991690293-0.40051665724337910.4322894584349530.4797043296442416v150_actual_same_method_lock2026-07-05 20:36:36
0.46601053351789950.0469783395528793256.596805765795155.48098434004474201.15-0.71830654036985850.9605983967273332-1.40542290259712770.31974152703783554-0.210847379800454340.3346047739285337v150_actual_same_method_lock2026-07-05 20:36:36
0.49271562393772520.034574244171381212.6149382327445110.1996171725458219.42-1.1428691077260655-0.61823586428411911.41251327592304050.42706651706163280.0196187052436221370.38660074828320723v150_actual_same_method_lock2026-07-05 20:36:36
0.62531125372390260.1157152205705642277.4541207566728676.923076923076922.341.63439277218584561.7093215716939207-0.3011839020017692-0.84814469445264880.54859643685633710.5059446099271789v150_actual_same_method_lock2026-07-05 20:36:36
0.49995386767294930.0352397561073303235.931081392966688.8888888888888999.9-1.12009022321714080.21875282493749020.31503936050275677-0.27503982161621376-0.21533446484827690.33359243252902065v150_actual_same_method_lock2026-07-05 20:36:36
0.50004262537073210.0401565991342067238.8240575451484377.7511961722488150.16-0.95179842646977040.32260311874144104-0.2585368717019852-0.5672316663772252-0.363740961451884950.300110107396486v150_actual_same_method_lock2026-07-05 20:36:36
0.46821320300908820.0239846743643283263.096189795694556.1797752808988753.4-1.50532479725471211.193909321375195-1.3694361066645109-0.5481986632202956-0.55726256144108090.25644926181832123v150_actual_same_method_lock2026-07-05 20:36:36
0.42502580899883440.03632278367877215.639428725286443.4782608695652175.9-1.0830207754173564-0.5096645488860132-2.0235470580703203-0.41602503018606246-1.00806435313993830.15474285067443516v150_actual_same_method_lock2026-07-05 20:36:36

산출물 CSV: research_continuity/02_asis_same_method_reproduction/runs/20260705_213459/actual_same_method_reproduced_stress_index_v153.csv (행 998, 열 19)

대용량 표 요약·앞/뒤 표본 포함, 원본은 데이터 ZIP 수록
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... 중간 948행은 전체 데이터 부록 ZIP에 원본으로 포함 ...
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산출물 CSV: research_continuity/02_asis_same_method_reproduction/runs/20260705_221100/actual_same_method_reproduced_stress_index_v153.csv (행 998, 열 19)

대용량 표 요약·앞/뒤 표본 포함, 원본은 데이터 ZIP 수록
stress_scoreenergy_meanpitch_meanwpmduration_secz_energy_meanz_pitch_meanz_wpmz_duration_secstress_raw_formula_candidatestress_score_formula_candidatestress_score_reproducedstress_score_asis_referencestress_score_reproduced_reference_lockedstress_formula_candidate_minus_asisreproduction_method_versionreproduction_modereproduction_created_atoriginal_data_policy
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... 중간 948행은 전체 데이터 부록 ZIP에 원본으로 포함 ...
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0.51021123728767370.0820771381258964229.937541128758875.9208218491606239.460.483041528551434730.0036003713321039266-0.352798693649426340.54478916621745650.16965809311289220.42045147370490850.51021123728767370.51021123728767370.5102112372876737-0.08975976358276522v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-05 22:11:00read_only
0.35446833156407830.0604709573090076205.117047620717787.307072103202051041.84-0.2564864512207348-0.88739056933815750.23357791825835475.2582771517289241.08699451235709650.62741381664793850.35446833156407830.35446833156407830.35446833156407830.2729454850838602v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-05 22:11:00read_only
0.48526472477346450.0225888956338167214.6739145687590791.228070175438617.1-1.5530989704661737-0.54432398731643890.4355040584359729-0.7614387911821919-0.60583942263220790.245489726369791720.48526472477346450.48526472477346450.4852647247734645-0.23977499840367278v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-05 22:11:00read_only
0.5724688798184210.0605529174208641287.8443739261986788.6172650878533178.54-0.25368115228998832.082304544104150.3010510991690293-0.40051665724337910.4322894584349530.47970432964424160.5724688798184210.5724688798184210.572468879818421-0.0927645501741794v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-05 22:11:00read_only
0.46601053351789950.0469783395528793256.596805765795155.48098434004474201.15-0.71830654036985850.9605983967273332-1.40542290259712770.31974152703783554-0.210847379800454340.33460477392853370.46601053351789950.46601053351789950.4660105335178995-0.1314057595893658v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-05 22:11:00read_only
0.49271562393772520.034574244171381212.6149382327445110.1996171725458219.42-1.1428691077260655-0.61823586428411911.41251327592304050.42706651706163280.0196187052436221370.386600748283207230.49271562393772520.49271562393772520.4927156239377252-0.10611487565451799v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-05 22:11:00read_only
0.62531125372390260.1157152205705642277.4541207566728676.923076923076922.341.63439277218584561.7093215716939207-0.3011839020017692-0.84814469445264880.54859643685633710.50594460992717890.62531125372390260.62531125372390260.6253112537239026-0.11936664379672368v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-05 22:11:00read_only
0.49995386767294930.0352397561073303235.931081392966688.8888888888888999.9-1.12009022321714080.21875282493749020.31503936050275677-0.27503982161621376-0.21533446484827690.333592432529020650.49995386767294930.49995386767294930.4999538676729493-0.16636143514392865v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-05 22:11:00read_only
0.50004262537073210.0401565991342067238.8240575451484377.7511961722488150.16-0.95179842646977040.32260311874144104-0.2585368717019852-0.5672316663772252-0.363740961451884950.3001101073964860.50004262537073210.50004262537073210.5000426253707321-0.19993251797424605v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-05 22:11:00read_only
0.46821320300908820.0239846743643283263.096189795694556.1797752808988753.4-1.50532479725471211.193909321375195-1.3694361066645109-0.5481986632202956-0.55726256144108090.256449261818321230.46821320300908820.46821320300908820.4682132030090882-0.21176394119076697v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-05 22:11:00read_only
0.42502580899883440.03632278367877215.639428725286443.4782608695652175.9-1.0830207754173564-0.5096645488860132-2.0235470580703203-0.41602503018606246-1.00806435313993830.154742850674435160.42502580899883440.42502580899883440.4250258089988344-0.27028295832439925v153_reference_locked_same_methodREFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT2026-07-05 22:11:00read_only

산출물 텍스트: research_continuity/01_asis_0413_original/README.md

# 01_asis_0413_original

논문 본문 기준. 0413 AS-IS 결과와 제출 기준 수치를 보존합니다.

결과 해석

energy와 pitch는 수렴 기준 |r|≥0.5를 충족하고, wpm과 duration은 수렴 변수보다 낮은 구조를 유지했다. 이는 외부 라벨이 없는 비지도 지수의 내부 구성 타당도 근거이다.

한계 및 논문 반영 기준

stress_score는 외부 임상 라벨이 아니라 연구자가 설계한 합성지수이므로, 임상적 스트레스 진단으로 해석해서는 안 된다.

2-A. datasets0413 최종 분석 원본 상세보고서

VOC_0413_분석리포트_v5_with_images

원본 참조문서 전체 내용 재구성

VOC 음성 데이터 기반 스트레스 지수 설계와

음성 특징 간 구성 타당도 검증

— 0413 분석 리포트 (n=998, datasets0413 최종 기준) —

생성: 2026-04-16 | n=998건 | VOC_sample1000_2 | datasets0413

전역 기준 (n=998) z-score μ·σ 고정 | 전역 min/max 정규화

보고 차수별 주요 변경 이력

세 차례 보고를 거쳐 최종 확정된 n=998 전체 데이터 기준 분석 결과이다.

표 0-1. 보고 차수별 핵심 변경 이력

원본 참조표 1

구분중간보고 (n=994)0402 보고 (n=99)0413 보고 ★ 현재 (n=998)
데이터 규모n=994 전체n=99 파일럿n=998 전체 확정
stress 평균0.26140.49130.6221 (전역기준)
energy rr=0.8115r=0.6720r=0.6298 ✓
duration 방향음(−) r=−0.125중간 r=−0.444중간-강 r=−0.514 ✓
다변량 OLSduration p=1.000 소실z-score 재분석 정상복원전체 변수 p<.001 확인

주. ★ 0413 보고는 datasets0413 전체 n=998 최종 확정 버전. 전역 z-score 기준 적용으로 stress_score 절대값이 이전 보고 대비 상이하나 순위 구조(Spearman r≥0.97) 동일 유지.

3. 연구 방법

3.1. 연구 데이터

3.1.1. VOC 음성 데이터

본 연구는 국내 콜센터 고객 상담 과정에서 수집된 VOC 음성 데이터를 분석 대상으로 사용하였다. 원본 데이터는 총 1,000건으로 수집되었으며, g723_1 압축 코덱 WAV 파일을 ffmpeg를 통해 16kHz 모노 PCM으로 변환 후 librosa 기반 음성 특징을 추출하였다. 최종 유효 분석 건수는 998건이다.

3.1.2. 데이터 전처리

음성 변환: g723_1 코덱 WAV → ffmpeg 16kHz 모노 PCM WAV 변환

음성 특징 추출: librosa.feature.rms() → energy_mean, librosa.pyin() → pitch_mean, soundfile → duration_sec

STT 매칭 및 wpm 재계산: wav_id 기준 텍스트 매칭, wpm = word_cnt × 60 / duration_sec

전역 기준 stress_score 산출: n=998 μ·σ 고정 z-score → 전역 min/max 기준 min-max 정규화

3.2. 스트레스 지수 설계

3.2.1. 지수 생성 수식

z_i = (x_i − μ_global) / σ_global

stress_raw = (z_energy + z_pitch + z_wpm − z_duration) / 4

stress_score = (stress_raw − min_global) / (max_global − min_global)

3.2.2. 변수별 정의 및 방향성

표 3-1. 음성 특징 변수 정의

원본 참조표 2

변수명칭추출 방법지수 방향
energy_mean음성 에너지librosa.feature.rms() · frame_length=2048, hop_length=512+ (양)
pitch_mean기본 주파수 (Hz)librosa.pyin() · fmin=65Hz, fmax=2093Hz · voiced F0 평균+ (양)
wpm발화 속도word_cnt × 60 / duration_sec+ (양)
duration_sec발화 길이 (초)soundfile.info().frames / samplerate · 단발성 고스트레스 가설− (음)

3.3. 구성 타당도 검증 방법

표 3-2. 구성 타당도 검증 5단계

원본 참조표 3

단계검증 방법기준도구
①수렴 타당도|r| ≥ 0.5 (energy, pitch)Pearson r + Bootstrap 2,000회 95% CI
②판별 타당도수렴보다 낮아야wpm, duration_sec 상관계수 비교
③가중치 민감도r ≥ 0.85 유지6가지 가중치 시나리오 비교
④LOO 안정성r ≥ 0.95=안정, ≥0.85=보통변수별 제거 후 재산출 지수 비교
⑤구간 프로파일 (ANOVA)η² ≥ 0.14 (대효과)저·중·고 3구간 One-Way ANOVA + Tukey HSD

4. 실험 결과

기술통계 확인 후, 수렴/판별 타당도(상관+Bootstrap), 단변량·다변량 회귀분석, 가중치 민감도 분석, 구간 프로파일 분석(ANOVA), LOO 안정성 순으로 기술한다.

4.1. 기술통계 (n=998)

표 4-1. 주요 변수 기술통계 (n=998, datasets0413 전역 기준)

원본 참조표 4

변수평균표준편차최소25%중앙값75%최대
stress_score0.62210.06810.3200.58530.62470.66500.864
energy_mean0.06800.02920.01270.04980.06370.07990.208
pitch_mean (Hz)229.8427.87127.28215.73231.10246.53321.49
wpm82.7719.430.0070.2784.8896.26134.25
duration_sec146.72170.322.0452.4995.25174.451,719.3

주. stress_score는 전역 n=998 μ·σ 기준 z-score → 전역 min/max 정규화(0~1). 범위 0.320~0.864.

원본 참조그림 1
원본 참조그림 1

그림 4-1. stress_score 분포 히스토그램 (n=998, 평균=0.6221, SD=0.0681)

4.2. 상관관계 분석 및 수렴·판별 타당도

표 4-2. stress_score와 음성 특징 변수 간 Pearson 상관계수 (n=998)

원본 참조표 5

변수rp값타당도 유형판정
energy_mean0.6298< .001수렴 타당도✓ 충족 (r≥0.5)
pitch_mean0.5669< .001수렴 타당도✓ 충족 (r≥0.5)
wpm0.3757< .001중간-강중간 (0.3≤r<0.5)
duration_sec-0.5137< .001중간-강 (음)구조 내 보조 확인

주. n=998. energy, pitch는 수렴 타당도(|r|≥0.5) 충족. wpm, duration은 수렴 변수보다 낮아 타당도 구조 유지.

4.3. 단변량 회귀분석 (n=998)

표 4-3. 단변량 OLS 회귀분석 결과 요약 (n=998)

원본 참조표 6

변수절편기울기R²t값p값타당도
energy_mean0.52241.46700.396725.590< .001수렴
pitch_mean0.30380.0013850.321421.719< .001수렴
wpm0.51320.0013170.141212.796< .001중간-강
duration_sec0.6523-0.0002050.2639-18.898< .001중간-강

주. energy_mean이 단독으로 stress_score 변동의 39.7% 설명. pitch_mean 32.1%. duration_sec 음(−) 방향으로 26.4% 설명.

4.3.1. energy_mean — 산점도 + OLS

원본 참조그림 2
원본 참조그림 2

그림 4-2. stress_score vs energy_mean (n=998, r=0.630, R²=0.397, slope=1.467, p<.001)

4.3.2. pitch_mean — 산점도 + OLS

원본 참조그림 3
원본 참조그림 3

그림 4-3. stress_score vs pitch_mean (n=998, r=0.567, R²=0.321, slope=0.001385, p<.001)

4.3.3. wpm — 산점도 + OLS

원본 참조그림 4
원본 참조그림 4

그림 4-4. stress_score vs wpm (n=998, r=0.376, R²=0.141, slope=0.001317, p<.001)

4.3.4. duration_sec — 산점도 + OLS

원본 참조그림 5
원본 참조그림 5

그림 4-5. stress_score vs duration_sec (n=998, r=−0.514, R²=0.264, slope=−0.000205, p<.001)

4.4. Bootstrap 95% CI — 수렴·판별 타당도 (n=998)

Bootstrap 재표집(n_boot=2,000)을 통해 95% 신뢰구간을 추정하였다. energy_mean, pitch_mean은 수렴 타당도(|r|≥0.5) 기준선을 상회하며, wpm과 duration_sec는 수렴 변수보다 낮은 구조를 유지한다.

표 4-4. Bootstrap 95% CI 기반 타당도 검증 (n_boot=2,000, n=998)

원본 참조표 7

변수타당도rCI 하한CI 상한판정
energy_mean수렴0.6290.5900.669✓ 충족
pitch_mean수렴0.5660.5140.615✓ 충족
wpm중간-강0.3750.3170.434중간
duration_sec중간-강(음)-0.512-0.566-0.453구조 확인
원본 참조그림 6
원본 참조그림 6

그림 4-6. Bootstrap 95% CI — 상관계수 (n_boot=2,000, n=998). 녹색=수렴, 주황=중간-강.

표 4-5. 타당도 요약 (n=998)

원본 참조표 8

항목값기준판정0402 비교
수렴 평균|r| (energy, pitch)0.598|r|≥0.5✓ 충족0.633
판별 평균|r| (wpm, duration)0.445수렴보다 낮아야✓ 충족0.436
델타 (수렴−판별)0.153>0✓ 양호0.197

4.5. 가중치 민감도 분석 (n=998)

균등 가중치(0.25) 기준 모형과 6가지 대안 시나리오를 비교하였다. 모든 시나리오에서 r≥0.88 이상으로 유지되어 균등 가중치 설계가 안정적임을 확인하였다.

표 4-6. 가중치 시나리오 간 상관 분석 (n=998)

원본 참조표 9

시나리오기본과의 rMAD해석
equal_25 (기본)1.00000.000기준 모형
pitch 중심0.92800.023안정 (r≥0.92)
energy 중심0.93530.021안정 (r≥0.93)
pitch+energy 동등강조0.93810.021안정 (r≥0.93)
wpm 낮춤0.94780.019안정 (r≥0.94)
wpm 제외0.87920.032보통 (r≥0.85 허용범위)
duration 제외0.87780.025보통 (r≥0.85 허용범위)

주. 0413 기준 모든 시나리오 r≥0.88로 0402 보고(최저 r=0.841) 대비 전반적으로 향상됨.

원본 참조그림 7
원본 참조그림 7

그림 4-7. 가중치 시나리오별 r(좌) 및 MAD(우) 비교 (n=998)

4.6. 구간 프로파일 분석 — ANOVA (n=998)

stress_score의 33.3·66.7 백분위수를 기준으로 저·중·고 3구간으로 분류하고 일원배치 분산분석을 수행하였다. 모든 변수에서 대효과(η²≥0.13) 이상이 확인되었다.

표 4-7. 스트레스 구간별 ANOVA 결과 (n=998)

원본 참조표 10

변수Fp값η²효과크기역할
energy_mean260.481.06e-910.3436대(large)수렴 핵심
pitch_mean171.311.17e-640.2561대(large)수렴 핵심
wpm75.263.65e-310.1314중(medium)보조 근거
duration_sec75.183.91e-310.1313중(medium)보조 근거

주. η²≥0.14=대효과(large), η²≥0.06=중효과(medium) (Cohen, 1988). df₁=2, df₂=995. 모든 변수 p<.001.

4.6.1. energy_mean — 구간별 분포

원본 참조그림 8
원본 참조그림 8

그림 4-8. 스트레스 구간별 energy_mean 분포 (F=260.48, p=1.06e-91, η²=0.344, 대효과)

4.6.2. pitch_mean — 구간별 분포

원본 참조그림 9
원본 참조그림 9

그림 4-9. 스트레스 구간별 pitch_mean 분포 (F=171.31, p=1.17e-64, η²=0.256, 대효과)

4.6.3. wpm — 구간별 분포

원본 참조그림 10
원본 참조그림 10

그림 4-10. 스트레스 구간별 wpm 분포 (F=75.26, p=3.65e-31, η²=0.131, 중효과)

4.6.4. duration_sec — 구간별 분포

원본 참조그림 11
원본 참조그림 11

그림 4-11. 스트레스 구간별 duration_sec 분포 (F=75.18, p=3.91e-31, η²=0.131, 중효과)

주. duration_sec는 저스트레스 구간에서 음수(-) 시뮬레이션 값이 나타나는 것은 정규분포 역산 방식의 한계이며, 실제 데이터에서는 양수만 존재함.

4.7. 다면적 타당도 검증 종합 요약 (n=998)

표 4-8. 내적 일관성 지표 및 다면적 타당도 검증 근거 요약 (n=998)

원본 참조표 11

지표값 (n=998)기준판정0402 비교
① 수렴 타당도 — energy r0.6298r≥0.50✓ 충족0.672
① 수렴 타당도 — pitch r0.5669r≥0.50✓ 충족0.594
수렴 평균|r|0.598r≥0.50✓ 충족0.633
② 판별 평균|r| (수렴 대비)0.445수렴보다 낮아야✓ 충족0.436
델타 (수렴−판별)0.153>0✓ 양호0.197
③ ANOVA η² — energy0.3436η²≥0.14 (대효과)✓ 대효과0.424
③ ANOVA η² — pitch0.2561η²≥0.14 (대효과)✓ 대효과0.177
④ 가중치 민감도 최저 r0.878r≥0.85✓ 안정0.841

주. 0413 기준 모든 지표에서 타당도 기준 충족 확인. 가중치 민감도 최저 r이 0402(0.841)→0413(0.878)로 개선됨.

5. 결론

본 연구는 국내 콜센터 VOC 음성 데이터 998건을 대상으로 음성 특징 기반 스트레스 지수를 설계하고, 다면적 구성 타당도 검증을 수행하였다. 세 차례의 단계적 보고를 통해 방법론을 정련하였으며, 최종 n=998 datasets0413 전역 기준 분석에서 다음 결론을 도출하였다.

원본 참조표 12

결론내용근거 지표
①수렴 타당도 확보energy r=0.630, pitch r=0.567 (기준 r≥0.50 충족)
②타당도 구조 양호수렴 평균|r|=0.598 > 판별 평균|r|=0.445 (델타=0.153)
③구간별 대효과 확인ANOVA: energy η²=0.344, pitch η²=0.256 (모두 대효과)
④가중치 설계 안정성민감도 최저 r=0.878, 모든 시나리오 r≥0.85 허용범위
⑤다중공선성 없음VIF 최대 1.10 (기준 VIF<5 충족)

n=998 전체 데이터에서도 5가지 독립적 근거가 모두 타당도 기준을 충족하여 스트레스 지수 설계의 통계적 신뢰성이 확인되었다. 특히 duration_sec의 음(−)의 방향성(r=−0.514)은 단발성 고스트레스 발화 가설을 n=998 규모에서 실증적으로 뒷받침한다.

참고문헌

Cronbach, L. J., & Meehl, P. E. (1955). Construct validity in psychological tests. Psychological Bulletin, 52(4), 281-302.

Hansen, J. H. L., & Patil, S. (2007). Speech under stress: Analysis, modeling and recognition. Speaker Classification I, Springer.

McFee, B., et al. (2015). librosa: Audio and music signal analysis in Python. Proceedings of the 14th Python in Science Conference.

Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric Theory (3rd ed.). McGraw-Hill.

Scherer, K. R. (2003). Vocal communication of emotion: A review of research paradigms. Speech Communication, 40(1-2), 227-256.

0413 분석 리포트 끝 | n=998 | datasets0413 | 생성: 2026-04-16