{"id":"W4401919976","doi":"10.1192/j.eurpsy.2024.442","title":"Artificial Intelligence in Psychiatry: A New Paradigm","year":2024,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Psychology; Psychiatry; Cognitive science","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":[0.01745957,0.0009877952,0.002126726,0.005313415,0.001994927,0.01136944,0.002606803,0.006669734,0.004198656],"category_scores_gemma":[0.01208815,0.0004933218,0.001092517,0.003090667,0.03298626,0.01361155,0.005033078,0.01227083,0.0009471144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006527532,"about_ca_system_score_gemma":0.007172952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002132476,"about_ca_topic_score_gemma":0.001567271,"domain_scores_codex":[0.9862328,0.009366457,0.0006759128,0.001124996,0.002241086,0.0003587726],"domain_scores_gemma":[0.9645454,0.02983914,0.0009125484,0.00160818,0.002193267,0.000901474],"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":[0.00003906045,0.00003437841,0.0003846381,0.0015226,0.00006842161,0.0001191991,0.001250368,0.0004800101,0.0001594464,0.9305182,0.01402293,0.05140077],"study_design_scores_gemma":[0.00002018529,0.00004976572,0.0004147177,0.002170611,0.0000197048,0.0002485494,0.0007997431,0.0007921757,0.0000781537,0.8513721,0.1440028,0.00003155431],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002549383,0.5196423,0.05196051,0.3659572,0.005201474,0.0001147033,0.0001882634,0.0001582968,0.05422784],"genre_scores_gemma":[0.2097735,0.5823154,0.0859099,0.08780684,0.02416011,0.0008612787,0.0002035885,0.0001510304,0.0088183],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01745957,"threshold_uncertainty_score":0.09233612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02085807108403801,"score_gpt":0.2758133474464549,"score_spread":0.2549552763624168,"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."}}