{"id":"W2333612556","doi":"10.1017/idm.2014.37","title":"International trends in DM education","year":2014,"lang":"en","type":"article","venue":"International Journal of Disability Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Best practice; Legislation; Work (physics); Agency (philosophy); Business; Government (linguistics); Public relations; Political science; Economic growth; Engineering; Economics; Sociology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002454295,0.0001072939,0.0001923236,0.0005284195,0.00009077235,0.00002196809,0.0007446365,0.00007308914,0.002304027],"category_scores_gemma":[0.000412957,0.00009499319,0.0001143408,0.0002429559,0.00008161179,0.0003130251,0.0001909037,0.0004807436,0.0001183561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001173522,"about_ca_system_score_gemma":0.0001519593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001574056,"about_ca_topic_score_gemma":0.0001444083,"domain_scores_codex":[0.9969631,0.0004213442,0.001095254,0.000189796,0.001064008,0.000266426],"domain_scores_gemma":[0.9981298,0.0004178066,0.0003972824,0.0002036248,0.0007036657,0.0001478007],"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":[0.0004444199,0.0006555201,0.4247617,0.0000539533,0.00006407451,0.000003723361,0.0002604203,0.0001220788,0.00000509492,0.02038724,0.00491693,0.5483248],"study_design_scores_gemma":[0.001206413,0.00006615945,0.7652372,0.0001487342,0.000006552382,0.000003235922,0.0006310712,0.0005193087,0.000002094892,0.0046466,0.2274613,0.00007128163],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3552729,0.00005957576,0.002586872,0.05507457,0.01551222,0.0006202591,0.00002707255,0.00002943272,0.5708171],"genre_scores_gemma":[0.9940036,0.00009980601,0.0014555,0.000969998,0.001396555,0.00005565779,0.0000495423,0.00001039646,0.001958934],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6387307,"threshold_uncertainty_score":0.998608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05458241423981549,"score_gpt":0.5155550649581029,"score_spread":0.4609726507182874,"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."}}