{"id":"W4406419185","doi":"10.1093/occmed/kqae129","title":"Decentralized worker-centred occupational management in health care: nationwide survey and alpha testing","year":2025,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Francophone University Association","funders":"","keywords":"Alpha (finance); Medicine; Health care; Environmental health; Business; Nursing; Family medicine; Patient satisfaction; Economic growth; Economics","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":[0.007514147,0.0001661406,0.0002522081,0.001168126,0.0006909292,0.000551966,0.0004258482,0.0004366556,0.001472682],"category_scores_gemma":[0.007780544,0.0002883743,0.0004403608,0.001622599,0.0006991256,0.0006412119,0.001146753,0.0004554906,0.0003625622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001088022,"about_ca_system_score_gemma":0.002019385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01202121,"about_ca_topic_score_gemma":0.01393776,"domain_scores_codex":[0.9948207,0.002459161,0.0005468769,0.0004853371,0.001159779,0.0005280867],"domain_scores_gemma":[0.9912735,0.002570209,0.002857256,0.0007026529,0.001835978,0.0007605406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006354878,0.0002654291,0.9917613,0.00006565996,0.00001888417,0.00004944047,0.002122797,0.00006923199,0.0003248639,0.00004030806,0.0002596508,0.004958865],"study_design_scores_gemma":[0.000008152174,0.0004349145,0.9955983,0.00002053187,0.000007294486,0.00004931582,0.003200673,0.0001952514,0.00008674814,0.00001193087,0.0003824036,0.000004382633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986847,0.00004261992,0.0002879764,0.00004306383,0.000002500506,0.0001584111,0.0003558504,0.00000430425,0.0004205778],"genre_scores_gemma":[0.9983451,0.00005889584,0.0005508478,0.00004937469,0.000006587895,0.0003125506,0.0004985839,0.00000215272,0.000175864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01202121,"threshold_uncertainty_score":0.03973907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07196478874372308,"score_gpt":0.4386211921886913,"score_spread":0.3666564034449682,"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."}}