{"id":"W4390451134","doi":"10.28984/drhj.v6i2.433","title":"Administrative Burden of the Compensation Claim System - Physicians and Union Compensation Representatives’ Views","year":2023,"lang":"en","type":"article","venue":"Diversity of Research in Health Journal","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University; NOSM University","funders":"","keywords":"COPD; Compensation (psychology); Workers' compensation; Medicine; Occupational disease; Work (physics); Business; Family medicine; Environmental health; Psychology; Psychiatry; Engineering; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01137383,0.0001842385,0.0003941185,0.0009812542,0.02166605,0.01082342,0.001623234,0.003771312,0.006366119],"category_scores_gemma":[0.02929271,0.00038596,0.0003938584,0.001416898,0.007130045,0.00398978,0.005204364,0.004302904,0.0004419406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04278982,"about_ca_system_score_gemma":0.04552937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4184489,"about_ca_topic_score_gemma":0.4692675,"domain_scores_codex":[0.9818848,0.007663235,0.0009506062,0.0008177367,0.004291945,0.004391741],"domain_scores_gemma":[0.9627002,0.01145124,0.00608283,0.0007777695,0.007088882,0.0118991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008432571,0.0000972858,0.06545331,0.0003246381,0.00003833859,0.001610448,0.8568888,0.0001371591,0.0006278857,0.009638656,0.04336324,0.02173588],"study_design_scores_gemma":[0.00001297615,0.00005186284,0.03759686,0.0004082578,0.00001735144,0.0003433069,0.845773,0.0001128177,0.00008886933,0.000406851,0.1151525,0.00003527758],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6636446,0.003956817,0.0003609334,0.2876763,0.000755212,0.00007382605,0.0002904969,0.00002271153,0.04321923],"genre_scores_gemma":[0.9823027,0.001225229,0.0001375506,0.01243278,0.0001554456,0.00002175955,0.00006093231,0.00001150018,0.003652108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4184489,"threshold_uncertainty_score":0.8320265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4233921812653229,"score_gpt":0.567871286687175,"score_spread":0.1444791054218521,"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."}}