{"id":"W2900309732","doi":"10.1001/jamapsychiatry.2018.2410","title":"Predicting Functional Outcomes in Early-Stage Mental Illness","year":2018,"lang":"en","type":"letter","venue":"JAMA Psychiatry","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Mental illness; Psychology; Functional connectivity; Severity of illness; Psychiatry; Medicine; Mental health; Neuroscience","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001285142,0.0002497704,0.0005058369,0.0005549579,0.0011255,0.0008701555,0.0003693312,0.00365624,0.007212727],"category_scores_gemma":[0.01234696,0.0001604938,0.0002408322,0.0005771671,0.0003885761,0.0007674869,0.0004558018,0.003741332,0.003029272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008689327,"about_ca_system_score_gemma":0.00130388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01312285,"about_ca_topic_score_gemma":0.02907055,"domain_scores_codex":[0.9990774,0.0004195427,0.000120437,0.00007010079,0.0001774913,0.0001350135],"domain_scores_gemma":[0.9965444,0.001881197,0.0002805746,0.0001040312,0.000599666,0.0005900578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003609228,0.0002417957,0.2143422,0.0001030883,0.00003162346,0.002274998,0.0003373899,0.0001687132,0.0002408483,0.0008625394,0.6940202,0.08701564],"study_design_scores_gemma":[0.0008760089,0.000889077,0.6955203,0.002824538,0.0001776051,0.01251575,0.004081124,0.004840111,0.000730736,0.01875454,0.258621,0.0001692316],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07955016,0.004743446,0.0002655954,0.8573604,0.00671656,0.00005421767,0.002296783,0.0001355524,0.04887732],"genre_scores_gemma":[0.6845213,0.007593042,0.00139035,0.2539634,0.02012176,0.000234827,0.001781149,0.00008556205,0.03030857],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01312285,"threshold_uncertainty_score":0.02609295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129482113045422,"score_gpt":0.2921000041068273,"score_spread":0.2708051829763731,"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."}}