{"id":"W3200780814","doi":"10.3390/safety7030064","title":"State of the Art and Challenges for Occupational Health and Safety Performance Evaluation Tools","year":2021,"lang":"en","type":"article","venue":"Safety","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Scope (computer science); Legislation; Principal (computer security); Occupational safety and health; Engineering; Jurisdiction; Order (exchange); Risk analysis (engineering); Field (mathematics); Scale (ratio); Human factors and ergonomics; Transport engineering; Poison control; Business; Engineering management; Computer science; Computer security; Environmental health; Political science; Medicine; Law","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":[0.003522444,0.00009204586,0.000219255,0.0000378897,0.001103357,0.000004504941,0.00007081865,0.00006768751,0.0001098776],"category_scores_gemma":[0.0009612284,0.00006851048,0.00003399184,0.0001364491,0.00008259276,0.0001361688,0.0001214817,0.0002525799,0.000009829246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001529585,"about_ca_system_score_gemma":0.003271712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001509268,"about_ca_topic_score_gemma":0.0002614656,"domain_scores_codex":[0.997596,0.0007284416,0.0005661697,0.0002418145,0.0004818224,0.0003857075],"domain_scores_gemma":[0.9970371,0.001641138,0.0002140433,0.0002292144,0.0007121474,0.0001664064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001861704,0.00004676269,0.09585954,0.002419997,0.00002255351,9.625448e-8,0.002005922,0.00005527458,0.00001497685,0.005550982,0.0007471753,0.891415],"study_design_scores_gemma":[0.001345607,0.0001201238,0.9314138,0.0002346789,0.000005325677,0.000001512493,0.0004069961,0.002939599,0.00001426687,0.0008467557,0.06261093,0.00006041141],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8170078,0.02661365,0.001350873,0.1245692,0.001413582,0.009985349,0.002107369,0.00005441856,0.01689779],"genre_scores_gemma":[0.9440463,0.04868007,0.001853833,0.002392205,0.0002514306,0.0005087828,0.0005234167,0.00002620096,0.001717739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8913546,"threshold_uncertainty_score":0.8486245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2416932823991113,"score_gpt":0.4887666531246198,"score_spread":0.2470733707255084,"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."}}