{"id":"W2786002025","doi":"10.1093/occmed/kqx186","title":"Working Health Services Scotland: a 4-year evaluation","year":2017,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Scottish Government","keywords":"Medicine; Anxiety; Mental health; Depression (economics); Hospital Anxiety and Depression Scale; Visual analogue scale; Occupational safety and health; Scale (ratio); Family medicine; Gerontology; Physical therapy; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003910602,0.0001459281,0.0003069925,0.0001276427,0.003588177,0.00001597249,0.0002816482,0.0001289428,0.001763652],"category_scores_gemma":[0.0005289645,0.0001151331,0.00002821599,0.0000957919,0.00008350367,0.0001724881,0.00008190424,0.0004425983,0.0004585891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000266721,"about_ca_system_score_gemma":0.0009719548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002071877,"about_ca_topic_score_gemma":0.001615489,"domain_scores_codex":[0.9972814,0.0004471725,0.0006085982,0.000294929,0.0008457203,0.0005221384],"domain_scores_gemma":[0.9976065,0.0004533785,0.0007947308,0.0005383645,0.0003034502,0.0003036455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002165275,0.00002021578,0.9473395,0.000379652,0.00001388493,0.000001423511,0.00347933,0.00001071548,0.000009948402,0.008255513,0.01671278,0.02356048],"study_design_scores_gemma":[0.002935889,0.0001114209,0.9393267,0.003735358,0.00002362098,0.000001323955,0.001442724,0.001630219,0.000001295748,0.006312087,0.04436156,0.0001178247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5921781,0.00263698,0.001111698,0.1261719,0.01351497,0.005076516,0.00002225324,0.0003311006,0.2589565],"genre_scores_gemma":[0.9864274,0.0001616618,0.0007380197,0.008632977,0.002499504,0.0001565335,0.0002218284,0.00002181927,0.001140305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3942493,"threshold_uncertainty_score":0.9991488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1055173268613793,"score_gpt":0.4998415009088684,"score_spread":0.394324174047489,"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."}}