{"id":"W4387799201","doi":"10.1007/s11920-023-01467-z","title":"Digital Phenotyping in Adults with Schizophrenia: A Narrative Review","year":2023,"lang":"en","type":"review","venue":"Current Psychiatry Reports","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Schizophrenia (object-oriented programming); Psychological intervention; Digital health; Narrative review; Medicine; Psychology; Disease; Clinical psychology; Psychiatry; Health care; Psychotherapist; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003797607,0.0009368138,0.00336132,0.0006353559,0.0001050743,0.00007502692,0.0001864243,0.0002306549,0.00006877775],"category_scores_gemma":[0.0002805991,0.0006080953,0.0008582609,0.001921366,0.0001123938,0.0001974559,0.0001376465,0.001445469,0.0002724799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000371224,"about_ca_system_score_gemma":0.004561797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001084196,"about_ca_topic_score_gemma":0.0001837577,"domain_scores_codex":[0.9949417,0.0001181063,0.001793013,0.00141828,0.0009544301,0.0007744862],"domain_scores_gemma":[0.9969175,0.00009064275,0.0009949052,0.001288557,0.0001702149,0.0005381721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007316612,0.0005281562,0.0008745926,0.1947902,0.000482475,0.002299068,0.00003552838,5.516808e-8,7.446451e-10,0.00006939856,0.003256085,0.7969328],"study_design_scores_gemma":[0.00168043,0.0002803326,0.0001850996,0.6300076,0.001116583,0.002638445,0.00003408815,0.000001521845,8.638419e-9,0.0001195406,0.3634447,0.0004916121],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007093739,0.9916565,0.000004665303,0.0003211605,0.001553929,0.005401134,0.0000553373,0.0002322198,0.0007040834],"genre_scores_gemma":[0.00001551428,0.9957598,0.0003203101,0.00002575246,0.0006671685,0.001439765,0.001228506,0.0001693605,0.0003738287],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7964412,"threshold_uncertainty_score":0.9996371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05000403943335029,"score_gpt":0.3808334849726229,"score_spread":0.3308294455392726,"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."}}