{"id":"W4412842537","doi":"10.1177/07067437251355641","title":"Evaluation of an Artificial Intelligence and Online Psychotherapy Initiative to Improve Access and Efficiency in an Ambulatory Psychiatric Setting: Évaluation d’une initiative de psychothérapie en ligne basée sur l’intelligence artificielle visant à améliorer l’accès et l’efficacité en milieu psychiatrique ambulatoire","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care; Kingston Health Sciences Centre; Queen's University; Optech (Canada)","funders":"Ontario Centre of Innovation","keywords":"Triage; Mental health; Health care; Ambulatory care; Psychology; Psychiatry; Medicine; Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.005136264,0.000608507,0.0004384989,0.0005520499,0.0005049143,0.001110612,0.001370558,0.0008610347,0.003641081],"category_scores_gemma":[0.008865169,0.0002803711,0.0008014896,0.0003194581,0.0004755734,0.0008246877,0.001294305,0.0009063792,0.0004106213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00122104,"about_ca_system_score_gemma":0.003737418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002408108,"about_ca_topic_score_gemma":0.002306784,"domain_scores_codex":[0.996444,0.002032975,0.000305279,0.0002932171,0.0006350575,0.0002894315],"domain_scores_gemma":[0.9951497,0.002082079,0.0005544853,0.0002800481,0.0005169929,0.001416756],"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":[0.0229998,0.1734798,0.02983278,0.002531706,0.0008428877,0.0003280534,0.002562389,0.01408195,0.01232658,0.001145289,0.003152662,0.7367162],"study_design_scores_gemma":[0.04931412,0.5543697,0.2431604,0.001052022,0.003383312,0.0006367428,0.004546416,0.08545463,0.03172997,0.001870175,0.02415814,0.0003243528],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870316,0.0001813245,0.005437982,0.0005532186,0.00006374602,0.003831649,0.0001575501,0.0003188368,0.002424124],"genre_scores_gemma":[0.9371775,0.0005020788,0.05246504,0.0006263446,0.00007865436,0.006113149,0.0005142846,0.00003866373,0.002484258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005136264,"threshold_uncertainty_score":0.02716351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08250588176107536,"score_gpt":0.3937586455089684,"score_spread":0.311252763747893,"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."}}