{"id":"W2972171379","doi":"10.1176/appi.ajp.2019.18111290","title":"Characterizing Covariant Trajectories of Individuals at Clinical High Risk for Psychosis Across Symptomatic and Functional Domains","year":2019,"lang":"en","type":"article","venue":"American Journal of Psychiatry","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Center for Advancing Translational Sciences; National Institute of Mental Health; University of Oxford; GW Pharmaceuticals; New England Research Institutes; Sunovion; Teva Pharmaceutical Industries; H. Lundbeck A/S; National Science Foundation","keywords":"Psychology; Clinical psychology; Psychosis; Psychological intervention; Medicine; Psychiatry","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":[0.001766488,0.0002896705,0.0003370616,0.0007021346,0.0005682533,0.0005760081,0.0004086241,0.0004312342,0.0006297373],"category_scores_gemma":[0.006571523,0.000217207,0.0004445662,0.0005786601,0.0004364929,0.0005096656,0.001111987,0.0005587432,0.0001336831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004432125,"about_ca_system_score_gemma":0.0006077764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005902647,"about_ca_topic_score_gemma":0.007510016,"domain_scores_codex":[0.9993823,0.0002537475,0.00005331664,0.0001368335,0.00009119389,0.00008267677],"domain_scores_gemma":[0.997972,0.0005104423,0.0007796097,0.0003576977,0.0002095306,0.0001708055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00012955,0.00003674095,0.9938799,0.000006778896,0.00003462197,0.00007166926,0.0005305969,0.0002673018,0.001031995,0.00006536236,0.00003604183,0.003909449],"study_design_scores_gemma":[0.000007492724,0.0001931305,0.9957533,0.000005852739,0.00001949607,0.0002740195,0.0006075019,0.002402742,0.0003377487,0.0003179513,0.00007364937,0.000007089106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99933,0.00001996265,0.0005036473,0.00001967538,4.84226e-7,0.00001024659,0.00004772556,0.000005099676,0.00006311175],"genre_scores_gemma":[0.9992909,0.00001217154,0.0004791361,0.000005368173,5.14073e-7,0.000009866492,0.0001570491,0.000001823827,0.00004322114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005902647,"threshold_uncertainty_score":0.01173657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01811476114297556,"score_gpt":0.3357113203775419,"score_spread":0.3175965592345664,"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."}}