{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009847755,0.0002728935,0.0001685125,0.0001347848,0.0001115171,0.0001160363,0.0004274723,0.00005729928,0.003375155],"category_scores_gemma":[0.0000328759,0.0002759154,0.00009832854,0.0007357386,0.0001426885,0.0003031274,0.0001975314,0.000586179,0.02355147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001728037,"about_ca_system_score_gemma":0.0001043002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001967611,"about_ca_topic_score_gemma":0.000661422,"domain_scores_codex":[0.9971957,0.0003157481,0.0005585767,0.0009937483,0.0003448259,0.0005913847],"domain_scores_gemma":[0.9990725,0.00004888494,0.00006319589,0.000517173,0.000001042879,0.0002972124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007054066,0.0005657657,0.1292667,0.0001266561,0.00004074934,0.0002575929,0.005346301,0.001894566,0.0004648329,0.05034026,0.05842588,0.7532001],"study_design_scores_gemma":[0.0003951405,0.0004754953,0.4274641,0.001631264,0.0000808621,0.0001513842,0.002033153,0.009572028,0.0001481735,0.2672552,0.2886488,0.002144319],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5357243,0.005788316,0.05659911,0.03908163,0.01327847,0.001317278,0.00002532314,0.0008268005,0.3473588],"genre_scores_gemma":[0.9840676,0.00010465,0.01070666,0.003032059,0.001053242,0.000008848462,0.000008840833,0.0001118766,0.0009062357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7510558,"threshold_uncertainty_score":0.9999693,"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."}}