{"id":"W2047259846","doi":"10.1115/ipc2008-64558","title":"Integrity First: Voluntary Performance Reporting in a Goal-Oriented Regulatory Environment","year":2008,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Pipeline (software); Risk analysis (engineering); Compromise; Agency (philosophy); Business; Set (abstract data type); Computer science; Process management; Computer security; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003040108,0.0001630785,0.000266167,0.0001117961,0.0001087963,0.000005832007,0.0001103863,0.0001425621,0.0005446363],"category_scores_gemma":[0.00009312872,0.0001374152,0.000120749,0.0002289858,0.0001091308,0.000186292,0.00004191681,0.0005636847,0.00005486331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002757035,"about_ca_system_score_gemma":0.000012331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005841181,"about_ca_topic_score_gemma":0.0002864175,"domain_scores_codex":[0.9984762,0.00001703846,0.0008034547,0.0002355447,0.0002070467,0.0002607221],"domain_scores_gemma":[0.9994421,0.00003556673,0.00009922537,0.0003361657,0.00001680801,0.00007010551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002161442,0.00006383585,0.856132,0.0001845771,0.00008872608,0.0000955091,0.001533515,0.1363227,0.001103882,0.0001138368,0.00133815,0.003001659],"study_design_scores_gemma":[0.0001893764,0.00002438812,0.7549435,0.00004834275,0.00001443111,0.00008644324,0.0002069484,0.234696,0.006103393,0.00006233779,0.003362287,0.0002625259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964036,0.0001665214,0.000437917,0.0001125115,0.0001602956,0.00009831169,0.000001436566,0.0001800407,0.002439347],"genre_scores_gemma":[0.9972361,0.0003785656,0.001724402,0.00003605066,0.00004698588,0.00001326641,0.000009582473,0.00001321652,0.000541786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1011885,"threshold_uncertainty_score":0.5963386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01342850262062621,"score_gpt":0.2019017889863828,"score_spread":0.1884732863657566,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}