{"id":"W4402116420","doi":"10.20944/preprints202408.2147.v1","title":"Clinical Effectiveness of a Community Psychosocial Rehabilitation Service for Severe and Persistent Mental Illness in Nova Scotia, Canada","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Physicians and Surgeons of Ontario; Nova Scotia Health Authority; Dalhousie University","funders":"University College London","keywords":"Nova scotia; Psychosocial; Mental illness; Rehabilitation; Psychiatry; Medicine; Psychology; Mental health; Gerontology; Physical therapy; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001117629,0.0003985965,0.000434111,0.0005946933,0.002929331,0.001551078,0.001350344,0.0005404526,0.003452871],"category_scores_gemma":[0.005719854,0.0002222258,0.0005397311,0.0009581083,0.001015473,0.0003709449,0.001770637,0.0007583361,0.0001809158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0642634,"about_ca_system_score_gemma":0.1142714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.984333,"about_ca_topic_score_gemma":0.9940214,"domain_scores_codex":[0.9981465,0.0004085782,0.00009848782,0.0001223414,0.0004512071,0.0007727962],"domain_scores_gemma":[0.9952564,0.0003799429,0.0005786543,0.00006634617,0.00124265,0.002476051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008481162,0.006670114,0.7201169,0.003171853,0.0007443061,0.001248916,0.004238095,0.003931127,0.001892197,0.001059426,0.0234004,0.2250456],"study_design_scores_gemma":[0.0007167201,0.002083534,0.9867218,0.0007389833,0.0002027438,0.000187819,0.004829956,0.00152787,0.0001853043,0.0001041994,0.002655605,0.0000454691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893114,0.001777797,0.0000603507,0.00171889,0.00007860406,0.0005828923,0.001098004,0.00001199249,0.005360007],"genre_scores_gemma":[0.9965257,0.0009339946,0.0003040818,0.0004180773,0.00002180198,0.0001146193,0.0004849788,0.000003459478,0.001193165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0642634,"threshold_uncertainty_score":0.4662657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1516101130950348,"score_gpt":0.4680787953915357,"score_spread":0.3164686822965009,"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."}}