{"id":"W2036431202","doi":"10.1108/17465729200900020","title":"Supporting mental health service users back to work","year":2009,"lang":"en","type":"article","venue":"Journal of Public Mental Health","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia","keywords":"Mental health; Work (physics); Service (business); Mental health service; Action (physics); Key (lock); Supported employment; Psychology; Public relations; Business; Computer science; Psychiatry; Marketing; Computer security; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008669014,0.0003918287,0.0009852391,0.0005405572,0.002065594,0.00004492116,0.0005943596,0.0001543001,0.001628213],"category_scores_gemma":[0.000055703,0.0003381463,0.0001882895,0.001211788,0.00002650272,0.0005824587,0.0001560731,0.001233545,0.0008336236],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00526723,"about_ca_system_score_gemma":0.004730063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006283193,"about_ca_topic_score_gemma":0.000648364,"domain_scores_codex":[0.9901919,0.001632621,0.003872799,0.0004116028,0.001394559,0.002496484],"domain_scores_gemma":[0.9917882,0.0001498465,0.003393251,0.0004047961,0.0003727394,0.003891153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008736423,0.001138216,0.07979708,0.002346416,0.00006842276,0.000008967198,0.04430465,0.000009997227,0.00005932217,0.0009097753,0.7737153,0.0967682],"study_design_scores_gemma":[0.006461577,0.009461367,0.03352519,0.006142416,0.000009750764,0.0000702492,0.03592265,0.00007071636,0.00002958231,0.0003055813,0.9074122,0.0005886949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5790088,0.001447159,0.0004165738,0.4051974,0.006317483,0.004203673,0.0002005254,0.00007381514,0.003134614],"genre_scores_gemma":[0.515873,0.0007664979,0.01065033,0.4677182,0.001439836,0.00003037391,0.0005925516,0.00007643128,0.002852764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1336969,"threshold_uncertainty_score":0.9999443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2631072236163918,"score_gpt":0.4899793564809993,"score_spread":0.2268721328646075,"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."}}