{"id":"W2299610648","doi":"10.1176/appi.ps.201400469","title":"Recovery-Oriented Practice in Mental Health Inpatient Settings: A Literature Review","year":2016,"lang":"en","type":"review","venue":"Psychiatric Services","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novo Nordisk Fonden","keywords":"Mental health; MEDLINE; Psychology; Medicine; Psychiatry; Political science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003473893,0.000934355,0.002834687,0.0007702406,0.0008537285,0.00002300612,0.0007024694,0.0006488478,0.0004477067],"category_scores_gemma":[0.00008697803,0.0006348887,0.0004762201,0.002500969,0.0000206024,0.0004784057,0.0003387764,0.001976036,0.00178586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001613449,"about_ca_system_score_gemma":0.00188101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003857627,"about_ca_topic_score_gemma":0.0003431054,"domain_scores_codex":[0.9876075,0.004528156,0.004168316,0.001210299,0.0009187259,0.001566947],"domain_scores_gemma":[0.9919339,0.001203228,0.004957201,0.001037797,0.0002431988,0.0006246408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004886796,0.0002649892,0.00008759713,0.5402206,0.00005168246,0.000004474084,0.002005925,6.463491e-9,1.129407e-9,0.00006813284,0.03056066,0.4266871],"study_design_scores_gemma":[0.000555911,0.0003042174,0.00000253086,0.40423,0.0001079916,0.000009570592,0.0004612263,3.798623e-7,1.565429e-9,0.0000257505,0.5939852,0.000317205],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002639383,0.9672431,0.000002589793,0.005678697,0.007588529,0.01230695,0.001500985,0.0001196019,0.005556904],"genre_scores_gemma":[8.109057e-8,0.9283872,0.0009545243,0.06093639,0.0008576879,0.001941603,0.006132965,0.0001121237,0.0006774022],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5634245,"threshold_uncertainty_score":0.9996102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06687106606090677,"score_gpt":0.4675136464841795,"score_spread":0.4006425804232727,"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."}}