{"id":"W1551712496","doi":"10.1080/15459624.2012.663702","title":"2011 William P. Yant Award Lecture","year":2012,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Hygiene","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Annals; Honor; Occupational hygiene; Ogden; Hygiene; Management; Medicine; Library science; Gerontology; Environmental health; Political science; Art; Law; Classics; Occupational safety and health; Pathology; Economics; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008944954,0.0001241667,0.000216805,0.0001228292,0.0004792692,0.000004301368,0.0001038396,0.0001248067,0.001975308],"category_scores_gemma":[0.00007571236,0.00009079082,0.00007341325,0.00005881527,0.00008953992,0.0003888875,0.00007665751,0.0005392809,0.0003112186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002152125,"about_ca_system_score_gemma":0.0001628709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001845781,"about_ca_topic_score_gemma":0.000003725001,"domain_scores_codex":[0.9980605,0.000193395,0.0005914393,0.0001007707,0.0005982031,0.0004557223],"domain_scores_gemma":[0.9986642,0.0004091208,0.0003198254,0.00009692925,0.00005010429,0.0004598341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007434423,0.0001871756,0.9812219,0.00005489801,0.00002598691,0.0000033644,0.000403041,0.00003056757,0.0005837688,0.0002020181,0.004482551,0.01206127],"study_design_scores_gemma":[0.000732496,0.0001786659,0.9236205,0.00003582492,0.00001371826,0.0000492743,0.0002139059,0.00004534396,0.00005922004,0.000198639,0.07476462,0.00008783881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930628,0.002844256,0.0007658459,0.001070629,0.000916873,0.0002487383,0.0001011271,0.000006446328,0.000983265],"genre_scores_gemma":[0.9953955,0.0009952498,0.001052631,0.0007140924,0.001195079,0.00001349232,0.000053757,0.00001323207,0.0005669488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07028206,"threshold_uncertainty_score":0.998937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05872989017164049,"score_gpt":0.4007990500468515,"score_spread":0.342069159875211,"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."}}