{"id":"W4404910106","doi":"10.2139/ssrn.5023291","title":"Sarpep, a Rapid-Learning Healthcare System of Early Intervention Services for Psychosis in Quebec, Canada: Feasibility, Acceptability And Early Impacts","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Douglas Mental Health University Institute; Université Laval; Université de Montréal","funders":"","keywords":"Intervention (counseling); Psychosis; Early psychosis; Health care; Psychology; Psychiatry; Nursing; Medicine; Business; Economic growth; Economics","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":[0.004343112,0.0007763692,0.0005419545,0.0007650801,0.003766591,0.001779868,0.002325997,0.001108581,0.01441092],"category_scores_gemma":[0.008181097,0.0004078191,0.000749007,0.0008680344,0.001035137,0.001375654,0.002888228,0.001140745,0.001328108],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0300761,"about_ca_system_score_gemma":0.1016028,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9111978,"about_ca_topic_score_gemma":0.9376069,"domain_scores_codex":[0.9972524,0.001096974,0.00007675605,0.0002713692,0.0004384317,0.0008639858],"domain_scores_gemma":[0.9928936,0.001227247,0.000385132,0.0003877679,0.002185731,0.002920561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0191144,0.02547796,0.2134251,0.002509696,0.0003243145,0.001492618,0.009785159,0.0045467,0.007511229,0.002228672,0.05448675,0.6590974],"study_design_scores_gemma":[0.01018895,0.03077065,0.8773282,0.000903833,0.0005120086,0.000575411,0.01756047,0.01564628,0.003746596,0.0009679029,0.04142224,0.000377615],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636551,0.0004727808,0.002436861,0.003425672,0.0001288956,0.01263489,0.006732161,0.0007662099,0.009747567],"genre_scores_gemma":[0.9412917,0.0006913962,0.01797114,0.002691098,0.00007620172,0.006977126,0.004904891,0.0001047137,0.02529177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9699239,"threshold_uncertainty_score":0.2182184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02351311301529675,"score_gpt":0.3622152949977917,"score_spread":0.338702181982495,"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."}}