{"id":"W2955220030","doi":"10.2196/14581","title":"E-Clinical High Risk for Psychosis: Viewpoint on Potential of Digital Innovations for Preventive Psychiatry","year":2019,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mental Health Research Topics","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council","keywords":"Psychosis; Mental health; Psychiatry; Medicine; Population; Psychology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007272676,0.0004325612,0.0004422645,0.001698701,0.001527825,0.008016182,0.0009343847,0.006436666,0.01438019],"category_scores_gemma":[0.01793691,0.0001921518,0.0008907677,0.0007182854,0.007185487,0.01102936,0.004039011,0.007249766,0.002189447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002566128,"about_ca_system_score_gemma":0.004029767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001740037,"about_ca_topic_score_gemma":0.00207038,"domain_scores_codex":[0.9966424,0.002357435,0.0000844328,0.0001885039,0.0004718185,0.0002554147],"domain_scores_gemma":[0.9775554,0.01842028,0.0005322807,0.0007820997,0.001513718,0.001196122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001077522,0.0001915287,0.003680694,0.001137658,0.00005161851,0.0007100545,0.002220671,0.0004688432,0.0003471346,0.6541722,0.08983727,0.2470746],"study_design_scores_gemma":[0.00007663418,0.000355658,0.004613699,0.00649563,0.00007783862,0.002174319,0.00660245,0.001010363,0.000740167,0.3945256,0.5832469,0.00008082226],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006960903,0.09225985,0.007716511,0.7811002,0.003004158,0.00007535788,0.0001894475,0.0001379991,0.1085555],"genre_scores_gemma":[0.4569508,0.2319537,0.01814734,0.2438719,0.01851717,0.0003321815,0.0001977921,0.000178402,0.02985065],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01438019,"threshold_uncertainty_score":0.04810649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0574155781562582,"score_gpt":0.4980227185898826,"score_spread":0.4406071404336244,"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."}}