{"id":"W2794449237","doi":"10.1111/eip.12564","title":"Description, evaluation and scale‐up potential of a model for rapid access to early intervention for psychosis","year":2018,"lang":"en","type":"article","venue":"Early Intervention in Psychiatry","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; McGill University; Douglas Mental Health University Institute","funders":"National Institute of Mental Health; Canadian Institutes of Health Research","keywords":"Psychosis; Scale (ratio); Intervention (counseling); Psychology; Psychiatry; Data science; Clinical psychology; Computer science; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01466917,0.0008931439,0.00035995,0.0008290534,0.001068793,0.003533028,0.002141679,0.001181795,0.007967548],"category_scores_gemma":[0.01932075,0.0003456318,0.001179205,0.0005125139,0.001392684,0.002488432,0.003204316,0.001273992,0.001011257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005365337,"about_ca_system_score_gemma":0.011752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008477284,"about_ca_topic_score_gemma":0.009447707,"domain_scores_codex":[0.9898921,0.007290682,0.0002842547,0.0005725349,0.00146992,0.0004905469],"domain_scores_gemma":[0.9913345,0.004679223,0.0005454258,0.00113288,0.001183893,0.001124126],"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":[0.003587364,0.0159987,0.03751382,0.003246972,0.000438506,0.000770736,0.01088875,0.02892744,0.005763649,0.08566577,0.0202087,0.7869895],"study_design_scores_gemma":[0.01373934,0.106058,0.08583984,0.005752157,0.002529336,0.002151186,0.02314544,0.3529526,0.01755112,0.1107982,0.2786912,0.0007915714],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5383845,0.001411058,0.2635455,0.01896274,0.000938622,0.05606714,0.001292045,0.002665853,0.1167325],"genre_scores_gemma":[0.6609398,0.0007842654,0.3042436,0.0009428715,0.00007296231,0.02254094,0.0005983544,0.00009429345,0.009783018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01466917,"threshold_uncertainty_score":0.07757896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0629667741901089,"score_gpt":0.403456521183131,"score_spread":0.340489746993022,"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."}}