{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002471216,0.001007641,0.000540911,0.001239477,0.00196339,0.004567241,0.0006904615,0.003689425,0.08524647],"category_scores_gemma":[0.005874201,0.0003101335,0.0006944984,0.0005553621,0.0007051294,0.001577904,0.001965189,0.005198361,0.06107688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003421574,"about_ca_system_score_gemma":0.007248736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0045785,"about_ca_topic_score_gemma":0.0138391,"domain_scores_codex":[0.9982554,0.0001473028,0.00006647353,0.0002190983,0.00106156,0.0002500611],"domain_scores_gemma":[0.996186,0.0001607771,0.0000860174,0.00007981656,0.001838924,0.001648547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001064958,0.00001188376,0.00006741288,0.00001897319,0.00000175728,0.0000392659,0.000007837803,0.00002091158,0.00005301607,0.001199928,0.9837587,0.01480954],"study_design_scores_gemma":[0.000006697896,0.00001771371,0.0003635481,0.00009060529,0.000002998197,0.0001211615,0.0000314902,0.00004159534,0.00006880914,0.0006428146,0.9986059,0.000006630977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001133286,0.02111819,0.001233457,0.2756816,0.4631273,0.0001131307,0.0004520273,0.0002145019,0.2369266],"genre_scores_gemma":[0.007234768,0.0268165,0.0008044318,0.03094666,0.05762345,0.00009217329,0.0003645827,0.0001318648,0.8759855],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08524647,"threshold_uncertainty_score":0.2851779,"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."}}