3. TO-BE n=1,000 재현성 분석
논문 작성용 상세 본문
TO-BE 분석은 동일 분석 체인을 n=1,000 운영 데이터에 적용해 STT, 음성 특징, 통화 단위 stress index의 재현 가능성을 확인하는 단계이다.
TO-BE의 목적은 본문 n=998 수치를 교체하는 것이 아니라, 자동화 파이프라인이 동일한 입력 규모에서 반복 실행되고 결과 슬롯이 일관되게 생성되는지를 검증하는 데 있다.
운영 콘솔은 STT·Features·Stress 각 단계의 행 수를 분리 표시하고, 서로 다른 결과 슬롯이 혼합되지 않도록 상태 코드를 관리한다.
TO-BE는 본문 통계를 교체하기 위한 재분석이 아니라, 자동화 파이프라인이 운영 규모에서 안정적으로 작동하는지를 검증하는 재현성 축이다.
각 단계의 행 수와 결과 슬롯을 분리해 관리함으로써 STT 1,000건, 특징 1,000건, 통화 단위 stress 1,000건이 같은 프로필에 속하는지 확인한다.
중단 후 재개와 성공 파일 건너뛰기는 대규모 음성 분석의 비용과 시간을 통제하는 운영적 재현성 요소이다.
분석 수치 및 결과표
표 3-1. TO-BE 단계별 결과
| 단계 | 건수 | 상태 |
|---|---|---|
| STT | 1,000 | READY |
| Acoustic Features | 1,000 | READY |
| Call-level Stress Index | 1,000 | READY |
표 3-2. AS-IS와 TO-BE 역할 구분
| 항목 | AS-IS | TO-BE |
|---|---|---|
| 분석 목적 | 본문 타당도 검증 | 재현성·자동화 검증 |
| 표본 | n=998 | n=1,000 |
| 본문 대체 | 기준 | 대체 금지 |
| 활용 | 논문 본문 | 부록/운영 검증 |
표 3-Q. 연구 질문
| 번호 | 연구 질문 |
|---|---|
| 1 | n=1,000 전체 파이프라인이 동일 단계와 행 수로 반복 가능한가? |
| 2 | AS-IS 본문 기준과 TO-BE 운영 결과를 혼합하지 않고 관리할 수 있는가? |
표 3-M. 분석 방법 및 도구
| 순서 | 방법/도구 |
|---|---|
| 1 | Profile n1000 |
| 2 | Resume/skip-success |
| 3 | STT-Feature-Stress lineage |
| 4 | Result-slot isolation |
| 5 | Deployment verification |
분석 그림 및 도식
원본 분석 산출물 연계
산출물 CSV: research_continuity/02_asis_same_method_reproduction/actual_asis_source_schema_v153.csv (행 13, 열 5)
전체 행 포함
| column | dtype | non_null | numeric | used_for_reproduction |
|---|---|---|---|---|
| wav_id | object | 998 | False | False |
| energy_mean | float64 | 998 | True | True |
| pitch_mean | float64 | 998 | True | True |
| duration_sec | float64 | 998 | True | True |
| word_cnt | int64 | 998 | True | False |
| wpm | float64 | 998 | True | True |
| text_len | int64 | 998 | True | False |
| z_energy_mean | float64 | 998 | True | False |
| z_pitch_mean | float64 | 998 | True | False |
| z_wpm | float64 | 998 | True | False |
| z_duration_sec | float64 | 998 | True | False |
| raw_stress | float64 | 998 | True | False |
| stress_score | float64 | 998 | True | True |
산출물 CSV: research_continuity/02_asis_same_method_reproduction/asis_implementation_inventory_v150.csv (행 7, 열 5)
전체 행 포함
| file | suffix | size_bytes | role_hint | sha256 |
|---|---|---|---|---|
| /mnt/data/v173_src/resources/asis/generate_report_0413.py | .py | 18988 | report | 89c748f25f157754e0ff4928365a757e581b5e9794d027a52d864a36d844f8d8 |
| /mnt/data/v173_src/resources/asis/00_scan_voc_role_columns.py | .py | 1916 | 64a52bee6f4b4876bf0c5d1bc55ed889fc6874ff7845494953bfdd7f368cf99a | |
| /mnt/data/v173_src/resources/asis/new_datasets_day.ps1 | .ps1 | 9498 | 7c6f27e2d1daaff5d630360d4082fae595bab7e58a9fec3854b1d55243acb787 | |
| /mnt/data/v173_src/resources/asis/run_datasets0406.py | .py | 41708 | 9a95ddcd037db6051ee1817a17cf83cc81acf5aba57c92f8b2e030e6ff4a5d03 | |
| /mnt/data/v173_src/resources/asis/run_datasets0413.py | .py | 27994 | 560ac740f0a86c88bd662f2b77747a3b8902e8630c1bd280f103b6192f716aad | |
| /mnt/data/v173_src/resources/asis/setup_datasets0413.ps1 | .ps1 | 3956 | e22fd41428472b20f626b3a35de34f2fb03f6348899f16da745706522be6e66a | |
| /mnt/data/v173_src/results/manuscript_text/learning/finetune_dataset_summary_ko.md | .md | 512 | 03e58d7fc7ff45bc7908306af8ee7bdceb5a0a475952471b5a0557cf8799d36d |
산출물 CSV: research_continuity/02_asis_same_method_reproduction/asis_implementation_inventory_v152.csv (행 7, 열 5)
전체 행 포함
| file | suffix | size_bytes | role_hint | sha256 |
|---|---|---|---|---|
| /mnt/data/v173_src/resources/asis/generate_report_0413.py | .py | 18988 | report | 89c748f25f157754e0ff4928365a757e581b5e9794d027a52d864a36d844f8d8 |
| /mnt/data/v173_src/resources/asis/00_scan_voc_role_columns.py | .py | 1916 | 64a52bee6f4b4876bf0c5d1bc55ed889fc6874ff7845494953bfdd7f368cf99a | |
| /mnt/data/v173_src/resources/asis/new_datasets_day.ps1 | .ps1 | 9498 | 7c6f27e2d1daaff5d630360d4082fae595bab7e58a9fec3854b1d55243acb787 | |
| /mnt/data/v173_src/resources/asis/run_datasets0406.py | .py | 41708 | 9a95ddcd037db6051ee1817a17cf83cc81acf5aba57c92f8b2e030e6ff4a5d03 | |
| /mnt/data/v173_src/resources/asis/run_datasets0413.py | .py | 27994 | 560ac740f0a86c88bd662f2b77747a3b8902e8630c1bd280f103b6192f716aad | |
| /mnt/data/v173_src/resources/asis/setup_datasets0413.ps1 | .ps1 | 3956 | e22fd41428472b20f626b3a35de34f2fb03f6348899f16da745706522be6e66a | |
| /mnt/data/v173_src/results/manuscript_text/learning/finetune_dataset_summary_ko.md | .md | 512 | 03e58d7fc7ff45bc7908306af8ee7bdceb5a0a475952471b5a0557cf8799d36d |
산출물 CSV: research_continuity/02_asis_same_method_reproduction/asis_implementation_inventory_v153.csv (행 7, 열 5)
전체 행 포함
| file | suffix | size_bytes | role_hint | sha256 |
|---|---|---|---|---|
| /mnt/data/v173_src/resources/asis/generate_report_0413.py | .py | 18988 | report | 89c748f25f157754e0ff4928365a757e581b5e9794d027a52d864a36d844f8d8 |
| /mnt/data/v173_src/resources/asis/00_scan_voc_role_columns.py | .py | 1916 | 64a52bee6f4b4876bf0c5d1bc55ed889fc6874ff7845494953bfdd7f368cf99a | |
| /mnt/data/v173_src/resources/asis/new_datasets_day.ps1 | .ps1 | 9498 | 7c6f27e2d1daaff5d630360d4082fae595bab7e58a9fec3854b1d55243acb787 | |
| /mnt/data/v173_src/resources/asis/run_datasets0406.py | .py | 41708 | 9a95ddcd037db6051ee1817a17cf83cc81acf5aba57c92f8b2e030e6ff4a5d03 | |
| /mnt/data/v173_src/resources/asis/run_datasets0413.py | .py | 27994 | 560ac740f0a86c88bd662f2b77747a3b8902e8630c1bd280f103b6192f716aad | |
| /mnt/data/v173_src/resources/asis/setup_datasets0413.ps1 | .ps1 | 3956 | e22fd41428472b20f626b3a35de34f2fb03f6348899f16da745706522be6e66a | |
| /mnt/data/v173_src/results/manuscript_text/learning/finetune_dataset_summary_ko.md | .md | 512 | 03e58d7fc7ff45bc7908306af8ee7bdceb5a0a475952471b5a0557cf8799d36d |
산출물 CSV: research_continuity/02_asis_same_method_reproduction/asis_implementation_inventory_v154.csv (행 7, 열 5)
전체 행 포함
| file | suffix | size_bytes | role_hint | sha256 |
|---|---|---|---|---|
| /mnt/data/v173_src/resources/asis/generate_report_0413.py | .py | 18988 | report | 89c748f25f157754e0ff4928365a757e581b5e9794d027a52d864a36d844f8d8 |
| /mnt/data/v173_src/resources/asis/00_scan_voc_role_columns.py | .py | 1916 | 64a52bee6f4b4876bf0c5d1bc55ed889fc6874ff7845494953bfdd7f368cf99a | |
| /mnt/data/v173_src/resources/asis/new_datasets_day.ps1 | .ps1 | 9498 | 7c6f27e2d1daaff5d630360d4082fae595bab7e58a9fec3854b1d55243acb787 | |
| /mnt/data/v173_src/resources/asis/run_datasets0406.py | .py | 41708 | 9a95ddcd037db6051ee1817a17cf83cc81acf5aba57c92f8b2e030e6ff4a5d03 | |
| /mnt/data/v173_src/resources/asis/run_datasets0413.py | .py | 27994 | 560ac740f0a86c88bd662f2b77747a3b8902e8630c1bd280f103b6192f716aad | |
| /mnt/data/v173_src/resources/asis/setup_datasets0413.ps1 | .ps1 | 3956 | e22fd41428472b20f626b3a35de34f2fb03f6348899f16da745706522be6e66a | |
| /mnt/data/v173_src/results/manuscript_text/learning/finetune_dataset_summary_ko.md | .md | 512 | 03e58d7fc7ff45bc7908306af8ee7bdceb5a0a475952471b5a0557cf8799d36d |
산출물 JSON: research_continuity/02_asis_same_method_reproduction/asis_same_method_lock.json
전체 행 포함
| 경로 | 값 |
|---|---|
| version | asis_0413_same_method_lock_v1 |
| principle | TO-BE 확장 산식과 섞지 않고 0413 기준 분석방법만 사용한다. |
| locked_items.sample_rule | AS-IS 0413 clean row 기준을 우선 재현한다. 행 비교는 반드시 공통 call_id/file_id 기준으로 수행한다. |
| locked_items.stt_rule | 0413 당시 STT 결과 또는 동일 모델/동일 전처리 조건을 사용한다. |
| locked_items.word_count_rule | 한국어 띄어쓰기/문장부호 처리 기준을 0413과 동일하게 고정한다. |
| locked_items.wpm_rule | word_count / duration 기준을 0413과 동일하게 고정한다. |
| locked_items.feature_rule | energy_mean, pitch_mean, duration_sec 추출 기준을 0413과 동일하게 고정한다. |
| locked_items.stress_rule | energy_mean, pitch_mean, wpm, duration_sec → z-score → 균등가중 → min-max 구조를 유지한다. |
| locked_items.normalization_rule | z-score 평균/표준편차와 min-max 기준은 0413 재현 기준으로 기록하고 재사용한다. |
| locked_items.anova_rule | Stress group 구간과 ANOVA/Tukey 기준을 0413과 동일하게 적용한다. |
| forbidden[0] | TO-BE 전용 컬럼을 동일방법 재현 데이터에 섞기 |
| forbidden[1] | n=1000 자동화 정규화 기준으로 0413 본문 결과를 덮어쓰기 |
| forbidden[2] | 행 번호 순서만으로 AS-IS/TO-BE 비교하기 |
| forbidden[3] | Kspon WER/CER 임시값을 최종 STT 검증값처럼 쓰기 |
산출물 CSV: research_continuity/02_asis_same_method_reproduction/available_input_candidates.csv (행 49, 열 5)
전체 행 포함
| file | relative | suffix | size_bytes | keyword_score |
|---|---|---|---|---|
| C:\AI\sci_voc_bot\results\tables\stress_index_feature_quality.csv | results\tables\stress_index_feature_quality.csv | .csv | 289 | 3 |
| C:\AI\sci_voc_bot\resources\asis\0413_voc_full_validation_report.html | resources\asis\0413_voc_full_validation_report.html | .html | 1274984 | 2 |
| C:\AI\sci_voc_bot\resources\tobe\asis_tobe_comparison_visual.png | resources\tobe\asis_tobe_comparison_visual.png | .png | 72449 | 2 |
| C:\AI\sci_voc_bot\results\tables\asis_tobe\asis_tobe_compare_manifest.json | results\tables\asis_tobe\asis_tobe_compare_manifest.json | .json | 2091 | 2 |
| C:\AI\sci_voc_bot\data\future_research\stt_reference_validation.csv | data\future_research\stt_reference_validation.csv | .csv | 100 | 2 |
| C:\AI\sci_voc_bot\results\stress_index\voc_stress_score_rebuilt.csv | results\stress_index\voc_stress_score_rebuilt.csv | .csv | 2067623 | 1 |
| C:\AI\sci_voc_bot\data\voc\features\voc_features.csv | data\voc\features\voc_features.csv | .csv | 1951496 | 1 |
| C:\AI\sci_voc_bot\results\figures\fig_stt_error_sensitivity.png | results\figures\fig_stt_error_sensitivity.png | .png | 65372 | 1 |
| C:\AI\sci_voc_bot\results\tables\asis_tobe\tobe_metric_source_trace.csv | results\tables\asis_tobe\tobe_metric_source_trace.csv | .csv | 48691 | 1 |
| C:\AI\sci_voc_bot\results\figures\fig_stt_reliability.png | results\figures\fig_stt_reliability.png | .png | 47126 | 1 |
| C:\AI\sci_voc_bot\results\figures\fig02_stress_distribution.png | results\figures\fig02_stress_distribution.png | .png | 45614 | 1 |
| C:\AI\sci_voc_bot\results\robustness\stt_error_sensitivity.csv | results\robustness\stt_error_sensitivity.csv | .csv | 1214 | 1 |
| C:\AI\sci_voc_bot\results\tables\stt_error_sensitivity.csv | results\tables\stt_error_sensitivity.csv | .csv | 1214 | 1 |
| C:\AI\sci_voc_bot\results\tables\scie_submission\kspon_validation_plan.csv | results\tables\scie_submission\kspon_validation_plan.csv | .csv | 610 | 1 |
| C:\AI\sci_voc_bot\results\runtime\resume\stt_checkpoint_voc_n1000_medium.json | results\runtime\resume\stt_checkpoint_voc_n1000_medium.json | .json | 573 | 1 |
| C:\AI\sci_voc_bot\results\tables\feature_descriptive_statistics.csv | results\tables\feature_descriptive_statistics.csv | .csv | 571 | 1 |
| C:\AI\sci_voc_bot\results\runtime\resume\stt_checkpoint_voc_n20_medium.json | results\runtime\resume\stt_checkpoint_voc_n20_medium.json | .json | 565 | 1 |
| C:\AI\sci_voc_bot\results\runtime\resume\stt_checkpoint_voc_n10_medium.json | results\runtime\resume\stt_checkpoint_voc_n10_medium.json | .json | 564 | 1 |
| C:\AI\sci_voc_bot\results\tables\scie_submission\statistical_validation_checklist.csv | results\tables\scie_submission\statistical_validation_checklist.csv | .csv | 554 | 1 |
| C:\AI\sci_voc_bot\results\runtime\resume\stt_checkpoint_voc_n1000_small.json | results\runtime\resume\stt_checkpoint_voc_n1000_small.json | .json | 525 | 1 |
| C:\AI\sci_voc_bot\results\runtime\resume\stt_checkpoint_voc_n100_small.json | results\runtime\resume\stt_checkpoint_voc_n100_small.json | .json | 520 | 1 |
| C:\AI\sci_voc_bot\results\runtime\resume\stt_checkpoint_voc_n10_small.json | results\runtime\resume\stt_checkpoint_voc_n10_small.json | .json | 517 | 1 |
| C:\AI\sci_voc_bot\results\tables\construct_validity_summary.csv | results\tables\construct_validity_summary.csv | .csv | 457 | 1 |
| C:\AI\sci_voc_bot\results\tables\correlation_validity.csv | results\tables\correlation_validity.csv | .csv | 344 | 1 |
| C:\AI\sci_voc_bot\results\tables\future_analysis\stt_wpm_reliability_sources.csv | results\tables\future_analysis\stt_wpm_reliability_sources.csv | .csv | 295 | 1 |
| C:\AI\sci_voc_bot\results\tables\future_analysis\criterion_validity_status.csv | results\tables\future_analysis\criterion_validity_status.csv | .csv | 202 | 1 |
| C:\AI\sci_voc_bot\results\tables\future_analysis\stt_wpm_reliability_status.csv | results\tables\future_analysis\stt_wpm_reliability_status.csv | .csv | 186 | 1 |
| C:\AI\sci_voc_bot\results\tables\future_analysis\stt_wpm_reliability_summary.csv | results\tables\future_analysis\stt_wpm_reliability_summary.csv | .csv | 159 | 1 |
| C:\AI\sci_voc_bot\results\tables\stt_reliability.csv | results\tables\stt_reliability.csv | .csv | 129 | 1 |
| C:\AI\sci_voc_bot\results\tables\validity_structure_summary.csv | results\tables\validity_structure_summary.csv | .csv | 112 | 1 |
| C:\AI\sci_voc_bot\results\tables\voc_stt_completeness.csv | results\tables\voc_stt_completeness.csv | .csv | 102 | 1 |
| C:\AI\sci_voc_bot\resources\tobe\to_be_analysis_dashboard.png | resources\tobe\to_be_analysis_dashboard.png | .png | 1243116 | 0 |
| C:\AI\sci_voc_bot\resources\tobe\to_be_분석_결과_대시보드.png | resources\tobe\to_be_분석_결과_대시보드.png | .png | 1243116 | 0 |
| C:\AI\sci_voc_bot\results\figures\fig05_weight_sensitivity.png | results\figures\fig05_weight_sensitivity.png | .png | 136183 | 0 |
| C:\AI\sci_voc_bot\results\figures\scatter_duration_sec.png | results\figures\scatter_duration_sec.png | .png | 99979 | 0 |
| C:\AI\sci_voc_bot\results\figures\scatter_pitch_mean.png | results\figures\scatter_pitch_mean.png | .png | 97954 | 0 |
| C:\AI\sci_voc_bot\results\figures\scatter_energy_mean.png | results\figures\scatter_energy_mean.png | .png | 97728 | 0 |
| C:\AI\sci_voc_bot\results\figures\fig04_bootstrap_ci.png | results\figures\fig04_bootstrap_ci.png | .png | 94330 | 0 |
| C:\AI\sci_voc_bot\resources\tobe\to_be_actual_visual_summary.png | resources\tobe\to_be_actual_visual_summary.png | .png | 83572 | 0 |
| C:\AI\sci_voc_bot\results\figures\scatter_wpm.png | results\figures\scatter_wpm.png | .png | 78334 | 0 |
| C:\AI\sci_voc_bot\results\figures\anova_pitch_mean.png | results\figures\anova_pitch_mean.png | .png | 74735 | 0 |
| C:\AI\sci_voc_bot\results\figures\anova_duration_sec.png | results\figures\anova_duration_sec.png | .png | 67942 | 0 |
| C:\AI\sci_voc_bot\results\figures\anova_energy_mean.png | results\figures\anova_energy_mean.png | .png | 63150 | 0 |
| C:\AI\sci_voc_bot\results\figures\fig01_framework.png | results\figures\fig01_framework.png | .png | 58870 | 0 |
| C:\AI\sci_voc_bot\results\figures\tukey_energy_mean.png | results\figures\tukey_energy_mean.png | .png | 55228 | 0 |
| C:\AI\sci_voc_bot\results\figures\tukey_duration_sec.png | results\figures\tukey_duration_sec.png | .png | 54390 | 0 |
| C:\AI\sci_voc_bot\results\figures\tukey_pitch_mean.png | results\figures\tukey_pitch_mean.png | .png | 54115 | 0 |
| C:\AI\sci_voc_bot\results\figures\anova_wpm.png | results\figures\anova_wpm.png | .png | 52828 | 0 |
| C:\AI\sci_voc_bot\results\figures\tukey_wpm.png | results\figures\tukey_wpm.png | .png | 51272 | 0 |
산출물 CSV: research_continuity/02_asis_same_method_reproduction/latest_actual_asis_source_schema_v150.csv (행 13, 열 5)
전체 행 포함
| column | dtype | non_null | numeric | used_for_reproduction |
|---|---|---|---|---|
| wav_id | object | 998 | False | False |
| energy_mean | float64 | 998 | True | True |
| pitch_mean | float64 | 998 | True | True |
| duration_sec | float64 | 998 | True | True |
| word_cnt | int64 | 998 | True | False |
| wpm | float64 | 998 | True | True |
| text_len | int64 | 998 | True | False |
| z_energy_mean | float64 | 998 | True | False |
| z_pitch_mean | float64 | 998 | True | False |
| z_wpm | float64 | 998 | True | False |
| z_duration_sec | float64 | 998 | True | False |
| raw_stress | float64 | 998 | True | False |
| stress_score | float64 | 998 | True | True |
산출물 JSON: research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_normalization_candidate_params_v153.json
전체 행 포함
| 경로 | 값 |
|---|---|
| version | v153_formula_candidate_audit |
| zscore.energy_mean.mean | 0.06796451102669734 |
| zscore.energy_mean.std_ddof0 | 0.029216177626633043 |
| zscore.pitch_mean.mean | 229.83724494257334 |
| zscore.pitch_mean.std_ddof0 | 27.857178311341194 |
| zscore.wpm.mean | 82.77146038694565 |
| zscore.wpm.std_ddof0 | 19.41798158865202 |
| zscore.duration_sec.mean | 146.72020040080162 |
| zscore.duration_sec.std_ddof0 | 170.230623789939 |
| combined_min | -1.6939439702855632 |
| combined_max | 2.738439265232394 |
| feature_cols[0] | energy_mean |
| feature_cols[1] | pitch_mean |
| feature_cols[2] | wpm |
| feature_cols[3] | duration_sec |
| created_at | 2026-07-07 07:48:44 |
산출물 JSON: research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduction_manifest_v150.json
전체 행 포함
| 경로 | 값 |
|---|---|
| source_path | /mnt/data/v173_src/resources/asis/0413_final_locked/datasets0413_clean.csv |
| source_role | asis_stress |
| source_label | AS-IS 0413 Stress Index 결과 CSV |
| rows | 998 |
| cols | 13 |
| key_col | INDEX_ONLY |
| feature_cols_found[0] | energy_mean |
| feature_cols_found[1] | pitch_mean |
| feature_cols_found[2] | wpm |
| feature_cols_found[3] | duration_sec |
| stress_col_found | stress_score |
| version | v153_reference_locked_actual_reproduction |
| state | DONE_WITH_FORMULA_AUDIT_REVIEW |
| valid_rows | 998 |
| reproduction_mode | REFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT |
| stress_score_policy | reference_locked |
| formula_audit_decision | REVIEW_0413_NORMALIZATION_PARAMS_REQUIRED |
| message | 실제 AS-IS 데이터 기반 재현 산출물을 만들었습니다. stress_score는 reference lock으로 보호하고, 추정 산식 차이는 감사표로 분리했습니다. |
| outputs[0] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/actual_asis_source_schema_v153.csv |
| outputs[1] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844/actual_same_method_reproduced_stress_index_v153.csv |
| outputs[2] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduced_stress_index_v153.csv |
| outputs[3] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/actual_same_method_reproduced_stress_index_v150.csv |
| outputs[4] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844/actual_same_method_normalization_candidate_params_v153.json |
| outputs[5] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_normalization_candidate_params_v153.json |
| outputs[6] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844/actual_same_method_reproduction_summary_v153.csv |
| outputs[7] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduction_summary_v153.csv |
| outputs[8] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduction_summary_v150.csv |
| outputs[9] | /mnt/data/v173_src/research_continuity/04_three_stage_comparison/stress_score_formula_audit_v153.csv |
| run_dir | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844 |
산출물 JSON: research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduction_manifest_v152.json
전체 행 포함
| 경로 | 값 |
|---|---|
| state | DONE |
| source_path | C:\jupyter_env\datasets0413\04_final\datasets0413_clean.csv |
| source_role | asis_stress |
| source_label | AS-IS 0413 Stress Index 결과 CSV |
| source_read_only | True |
| run_dir | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\runs\20260705_203636 |
| rows | 998 |
| cols | 13 |
| key_col | INDEX_ONLY |
| feature_cols_found[0] | energy_mean |
| feature_cols_found[1] | pitch_mean |
| feature_cols_found[2] | wpm |
| feature_cols_found[3] | duration_sec |
| stress_col_found | stress_score |
| original_data_policy | 원본 AS-IS 파일/폴더에는 쓰지 않고, 모든 산출물은 research_continuity/02_asis_same_method_reproduction/runs 아래에만 생성합니다. |
| valid_rows | 998 |
| reproduction_path | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\runs\20260705_203636\actual_same_method_reproduced_stress_index_v150.csv |
| outputs[0] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\runs\20260705_203636\actual_asis_source_schema_v150.csv |
| outputs[1] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\runs\20260705_203636\actual_same_method_reproduced_stress_index_v150.csv |
| outputs[2] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\runs\20260705_203636\actual_same_method_normalization_params_v150.json |
| outputs[3] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\runs\20260705_203636\actual_same_method_reproduction_summary_v150.csv |
| outputs[4] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\runs\20260705_203636\actual_same_method_reproduction_manifest_v150.json |
| outputs[5] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\latest_actual_same_method_reproduction_manifest_v150.json |
| message | ENV/등록 경로의 실제 AS-IS 데이터를 읽기 전용으로 사용해 재현 폴더에 동일방법 산출물을 생성했습니다. |
| version | v152_guarded_actual_reproduction |
| synthetic_guard | PASS |
| min_asis_rows | 500 |
산출물 JSON: research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduction_manifest_v153.json
전체 행 포함
| 경로 | 값 |
|---|---|
| source_path | /mnt/data/v173_src/resources/asis/0413_final_locked/datasets0413_clean.csv |
| source_role | asis_stress |
| source_label | AS-IS 0413 Stress Index 결과 CSV |
| rows | 998 |
| cols | 13 |
| key_col | INDEX_ONLY |
| feature_cols_found[0] | energy_mean |
| feature_cols_found[1] | pitch_mean |
| feature_cols_found[2] | wpm |
| feature_cols_found[3] | duration_sec |
| stress_col_found | stress_score |
| version | v153_reference_locked_actual_reproduction |
| state | DONE_WITH_FORMULA_AUDIT_REVIEW |
| valid_rows | 998 |
| reproduction_mode | REFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT |
| stress_score_policy | reference_locked |
| formula_audit_decision | REVIEW_0413_NORMALIZATION_PARAMS_REQUIRED |
| message | 실제 AS-IS 데이터 기반 재현 산출물을 만들었습니다. stress_score는 reference lock으로 보호하고, 추정 산식 차이는 감사표로 분리했습니다. |
| outputs[0] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/actual_asis_source_schema_v153.csv |
| outputs[1] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844/actual_same_method_reproduced_stress_index_v153.csv |
| outputs[2] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduced_stress_index_v153.csv |
| outputs[3] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/actual_same_method_reproduced_stress_index_v150.csv |
| outputs[4] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844/actual_same_method_normalization_candidate_params_v153.json |
| outputs[5] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_normalization_candidate_params_v153.json |
| outputs[6] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844/actual_same_method_reproduction_summary_v153.csv |
| outputs[7] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduction_summary_v153.csv |
| outputs[8] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduction_summary_v150.csv |
| outputs[9] | /mnt/data/v173_src/research_continuity/04_three_stage_comparison/stress_score_formula_audit_v153.csv |
| run_dir | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844 |
산출물 JSON: research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduction_manifest_v154.json
전체 행 포함
| 경로 | 값 |
|---|---|
| source_path | /mnt/data/v173_src/resources/asis/0413_final_locked/datasets0413_clean.csv |
| source_role | asis_stress |
| source_label | AS-IS 0413 Stress Index 결과 CSV |
| rows | 998 |
| cols | 13 |
| key_col | INDEX_ONLY |
| feature_cols_found[0] | energy_mean |
| feature_cols_found[1] | pitch_mean |
| feature_cols_found[2] | wpm |
| feature_cols_found[3] | duration_sec |
| stress_col_found | stress_score |
| version | v154_reference_locked_reproduction |
| state | DONE_WITH_FORMULA_AUDIT_REVIEW |
| valid_rows | 998 |
| reproduction_mode | REFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT |
| stress_score_policy | reference_locked |
| formula_audit_decision | REVIEW_0413_NORMALIZATION_PARAMS_REQUIRED |
| message | 실제 AS-IS 데이터 기반 재현 산출물을 만들었습니다. stress_score는 reference lock으로 보호하고, 추정 산식 차이는 감사표로 분리했습니다. |
| outputs[0] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/actual_asis_source_schema_v153.csv |
| outputs[1] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844/actual_same_method_reproduced_stress_index_v153.csv |
| outputs[2] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduced_stress_index_v153.csv |
| outputs[3] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/actual_same_method_reproduced_stress_index_v150.csv |
| outputs[4] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844/actual_same_method_normalization_candidate_params_v153.json |
| outputs[5] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_normalization_candidate_params_v153.json |
| outputs[6] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844/actual_same_method_reproduction_summary_v153.csv |
| outputs[7] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduction_summary_v153.csv |
| outputs[8] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduction_summary_v150.csv |
| outputs[9] | /mnt/data/v173_src/research_continuity/04_three_stage_comparison/stress_score_formula_audit_v153.csv |
| outputs[10] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844/actual_same_method_reproduction_manifest_v153.json |
| outputs[11] | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduction_manifest_v153.json |
| run_dir | /mnt/data/v173_src/research_continuity/02_asis_same_method_reproduction/runs/20260707_074844 |
| deploy_label | SCI-VOC v154 · AS-IS reference lock · TO-BE n1000 자동화 검증 · Kspon ENV 연동 · missing 제외 산출 |
산출물 JSON: research_continuity/02_asis_same_method_reproduction/latest_actual_same_method_reproduction_manifest_v155.json
전체 행 포함
| 경로 | 값 |
|---|---|
| source_path | C:\jupyter_env\datasets0413\04_final\datasets0413_clean.csv |
| source_role | asis_stress |
| source_label | AS-IS 0413 Stress Index 결과 CSV |
| rows | 998 |
| cols | 13 |
| key_col | INDEX_ONLY |
| feature_cols_found[0] | energy_mean |
| feature_cols_found[1] | pitch_mean |
| feature_cols_found[2] | wpm |
| feature_cols_found[3] | duration_sec |
| stress_col_found | stress_score |
| version | v154_reference_locked_reproduction |
| state | DONE_WITH_FORMULA_AUDIT_REVIEW |
| valid_rows | 998 |
| reproduction_mode | REFERENCE_LOCKED_ASIS_STRESS_SCORE_WITH_FORMULA_AUDIT |
| stress_score_policy | reference_locked |
| formula_audit_decision | REVIEW_0413_NORMALIZATION_PARAMS_REQUIRED |
| message | 실제 AS-IS 데이터 기반 재현 산출물을 만들었습니다. stress_score는 reference lock으로 보호하고, 추정 산식 차이는 감사표로 분리했습니다. |
| outputs[0] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\actual_asis_source_schema_v153.csv |
| outputs[1] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\runs\20260705_230644\actual_same_method_reproduced_stress_index_v153.csv |
| outputs[2] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\latest_actual_same_method_reproduced_stress_index_v153.csv |
| outputs[3] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\actual_same_method_reproduced_stress_index_v150.csv |
| outputs[4] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\runs\20260705_230644\actual_same_method_normalization_candidate_params_v153.json |
| outputs[5] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\latest_actual_same_method_normalization_candidate_params_v153.json |
| outputs[6] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\runs\20260705_230644\actual_same_method_reproduction_summary_v153.csv |
| outputs[7] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\latest_actual_same_method_reproduction_summary_v153.csv |
| outputs[8] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\latest_actual_same_method_reproduction_summary_v150.csv |
| outputs[9] | C:\AI\sci_voc_bot\research_continuity\04_three_stage_comparison\stress_score_formula_audit_v153.csv |
| outputs[10] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\runs\20260705_230644\actual_same_method_reproduction_manifest_v153.json |
| outputs[11] | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\latest_actual_same_method_reproduction_manifest_v153.json |
| run_dir | C:\AI\sci_voc_bot\research_continuity\02_asis_same_method_reproduction\runs\20260705_230644 |
| deploy_label | SCI-VOC v154 · AS-IS reference lock · TO-BE n1000 자동화 검증 · Kspon ENV 연동 · missing 제외 산출 |
결과 해석
TO-BE 1,000건은 분석 자동화와 운영 재현성을 보여주는 근거이며, 본문 결과와 직접적인 우열 비교 대상은 아니다.
한계 및 논문 반영 기준
AS-IS와 TO-BE의 전처리·버전·결과 슬롯 차이를 통제하지 않은 단순 수치 비교는 금지한다.