{"id":"W1994440640","doi":"10.4018/jsds.2013010102","title":"The Integrative Time-Dependent Modeling of the Reliability and Failure of the Causes of Drivers’ Error Leading to Road Accidents","year":2013,"lang":"en","type":"article","venue":"International Journal of Strategic Decision Sciences","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Reliability (semiconductor); Human error; Crash; Computer science; Boredom; Poison control; Human reliability; Moment (physics); Reliability engineering; Engineering; Psychology; Medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003632236,0.00008343136,0.0002140641,0.0001430318,0.0005099514,0.00003645182,0.001436802,0.00005881099,0.0001510742],"category_scores_gemma":[0.002400178,0.00003308953,0.0001050406,0.000356193,0.0004058128,0.0003496561,0.0003406307,0.0004053101,0.00000993791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009865875,"about_ca_system_score_gemma":0.001091869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005435995,"about_ca_topic_score_gemma":0.0003497251,"domain_scores_codex":[0.9961895,0.0003862331,0.001073085,0.0001389104,0.002026646,0.0001856518],"domain_scores_gemma":[0.9933513,0.002489348,0.000900037,0.0001782609,0.002983816,0.0000972187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001999053,0.0004417293,0.777786,0.0001403267,0.0002706926,0.000004143205,0.01852614,0.1119288,0.01629144,0.01952449,0.004798506,0.0482887],"study_design_scores_gemma":[0.001701867,0.0007915983,0.7353743,0.003572225,0.00003276117,0.00003137643,0.06023606,0.07039605,0.001869261,0.1255581,0.0002380232,0.0001983853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909112,0.00005968653,0.0004413388,0.006234515,0.000782644,0.0004150025,0.00001797939,0.000001215975,0.001136422],"genre_scores_gemma":[0.9989553,0.00006428235,0.0006544508,0.00008530394,0.00005390333,0.000006434081,1.580072e-7,0.00000284457,0.0001772914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1060336,"threshold_uncertainty_score":0.3922186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1484717660096983,"score_gpt":0.495060179924896,"score_spread":0.3465884139151978,"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."}}