{"id":"W2282121560","doi":"10.1007/978-1-4899-7627-7_2","title":"Current Conceptual Models of Return to Work","year":2015,"lang":"en","type":"book-chapter","venue":"Handbooks in health, work, and disability","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biopsychosocial model; Operationalization; International Classification of Functioning, Disability and Health; Psychosocial; Applied psychology; Conceptual model; Psychology; Engineering ethics; Management science; Rehabilitation; Engineering; Computer science; Psychotherapist; Epistemology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00463091,0.0006802675,0.001940002,0.00019299,0.0005297041,0.00001203142,0.0003109292,0.001059566,0.0004298443],"category_scores_gemma":[0.0003716091,0.0006320757,0.0001799113,0.0001915896,0.0008207667,0.0001010852,0.0003702571,0.003010942,0.0000856156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001209262,"about_ca_system_score_gemma":0.002228098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000578728,"about_ca_topic_score_gemma":0.001404303,"domain_scores_codex":[0.9928037,0.000870059,0.00301321,0.001165535,0.000712121,0.001435359],"domain_scores_gemma":[0.9941168,0.001819687,0.0009624056,0.001130398,0.0003258991,0.001644839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005791774,0.0004923586,0.2770683,0.02008123,0.00006560573,0.00001036648,0.06091026,0.0003596101,2.431749e-7,0.3437794,0.09132455,0.2001163],"study_design_scores_gemma":[0.003765465,0.0006767671,0.004531478,0.03634991,0.00006388152,0.000001646717,0.002092509,0.0000806364,9.798306e-7,0.3298107,0.6211278,0.00149822],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04543683,0.1468259,0.001564507,0.01624614,0.0112657,0.02468815,0.0006838532,0.0005735533,0.7527154],"genre_scores_gemma":[0.7885744,0.01483443,0.002177814,0.006634432,0.003988962,0.001348895,0.0004205012,0.0005395646,0.181481],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7431375,"threshold_uncertainty_score":0.999613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1389894612810854,"score_gpt":0.4068496673474735,"score_spread":0.2678602060663881,"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."}}