{"id":"W4391174972","doi":"10.56367/oag-041-10750","title":"Canadian workers at risk: Removing barriers to treatment for public safety professionals (PSP)","year":2024,"lang":"en","type":"article","venue":"Open Access Government","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Canada; Thompson Rivers University","funders":"","keywords":"Business; Workplace safety; Environmental health; Medicine; Occupational safety and health; Pathology","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002635495,0.000268763,0.0003703288,0.0001477466,0.004449097,0.0004239058,0.001322787,0.0002673988,0.0115417],"category_scores_gemma":[0.001372391,0.0002084499,0.000112847,0.0005560175,0.00002578555,0.0008703755,0.001342865,0.0005565202,0.001079053],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02283383,"about_ca_system_score_gemma":0.0117436,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1716616,"about_ca_topic_score_gemma":0.524577,"domain_scores_codex":[0.9954981,0.0005738527,0.0007291476,0.0007477396,0.001005487,0.001445626],"domain_scores_gemma":[0.9941795,0.00198047,0.0001548152,0.0005319343,0.0001603734,0.002992936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001844821,0.00007922898,0.5677704,0.0005006777,0.0001820569,0.00002575554,0.001967164,0.0000502636,0.00001104389,0.004488296,0.2970508,0.1260295],"study_design_scores_gemma":[0.0009398404,0.0001709997,0.1150884,0.0005143881,0.00002115374,6.654494e-7,0.001995262,0.0006566819,0.00002048961,0.0001928724,0.8801686,0.000230679],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2271823,0.001142334,0.001156699,0.3606433,0.00802883,0.04414184,0.01451998,0.0002332228,0.3429515],"genre_scores_gemma":[0.8266858,0.0003537092,0.001344406,0.008129611,0.0006493298,0.01058235,0.000333613,0.0001125787,0.1518085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5995036,"threshold_uncertainty_score":0.9996987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.157829339243583,"score_gpt":0.5313554299186498,"score_spread":0.3735260906750668,"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."}}