{"id":"W2977909153","doi":"10.1017/idm.2018.4","title":"The Role of Healthcare Providers in Return to Work","year":2018,"lang":"en","type":"article","venue":"International Journal of Disability Management","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of British Columbia; University of Waterloo; University of Manitoba; Institute for Work & Health","funders":"Workers Compensation Board of Manitoba","keywords":"Compensation (psychology); CLARITY; Work (physics); Process (computing); Health care; Nursing; Workers' compensation; Public relations; Mental health; Medicine; Business; Psychology; Social psychology; Political science; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001019781,0.00006042732,0.0001334969,0.00009119336,0.00002350661,0.00001702602,0.0002186099,0.00002350297,0.00003063627],"category_scores_gemma":[0.0003293628,0.00003812672,0.0001129579,0.0001744163,0.0001999401,0.00006966159,0.00006392364,0.0001053031,0.000005766092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002858374,"about_ca_system_score_gemma":0.00002867801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007909183,"about_ca_topic_score_gemma":0.0001913411,"domain_scores_codex":[0.9986266,0.00008427681,0.0005415459,0.00009917447,0.0005468254,0.0001015296],"domain_scores_gemma":[0.9990427,0.0001243499,0.0001646528,0.0001728984,0.000425368,0.00006999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00221722,0.000696778,0.6665936,0.0002596929,0.00027773,0.000005797568,0.002138254,0.00002647307,0.000534536,0.01009393,0.0007312291,0.3164248],"study_design_scores_gemma":[0.000741669,0.0006528458,0.973841,0.0005234435,0.00001608859,0.000002950956,0.004170544,0.00005381283,0.0003154564,0.008139803,0.01149168,0.00005068895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9373353,0.0001118803,0.0001241183,0.05857623,0.0005202384,0.0004597142,0.000001126485,0.000004073635,0.002867379],"genre_scores_gemma":[0.9983147,0.00002366241,0.001039469,0.000295267,0.0002062971,0.000007349707,0.000001005213,0.0000047695,0.0001074376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3163741,"threshold_uncertainty_score":0.1554763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009183211918955539,"score_gpt":0.3179313791933193,"score_spread":0.3087481672743637,"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."}}