{"id":"W4389296214","doi":"10.1007/s40596-023-01910-6","title":"New Technologies in Psychiatry Training: Opportunities and Obstacles","year":2023,"lang":"en","type":"letter","venue":"Academic Psychiatry","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Training (meteorology); Medical education; Psychology; Psychiatry; Medicine","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":[0.01060815,0.0006595675,0.001231099,0.001051579,0.01377653,0.009092406,0.002609147,0.08879494,0.02086421],"category_scores_gemma":[0.03074687,0.0007929368,0.001356389,0.001058787,0.007079378,0.009989435,0.004870694,0.06014314,0.006709803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008230592,"about_ca_system_score_gemma":0.02509096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01951751,"about_ca_topic_score_gemma":0.06107913,"domain_scores_codex":[0.9901612,0.003012882,0.0009507975,0.0007913118,0.003078958,0.002004848],"domain_scores_gemma":[0.9591275,0.01925948,0.001551978,0.0006142423,0.005905519,0.01354127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004579154,0.0001382412,0.001332842,0.0001359396,0.00001214698,0.00289966,0.0005852373,0.00008835327,0.000176937,0.008141045,0.9670951,0.01934883],"study_design_scores_gemma":[0.0001457743,0.0001377838,0.00254722,0.001284631,0.00002800489,0.003961705,0.006088136,0.0007196367,0.0001208006,0.02557084,0.9592907,0.0001048383],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000182634,0.00054174,0.00003057501,0.9946338,0.002873849,0.000003668915,0.000006287626,0.00000564193,0.001721768],"genre_scores_gemma":[0.004621924,0.002037608,0.0003328945,0.9627674,0.02338788,0.00003394806,0.00001104677,0.00001785052,0.006789416],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08879494,"threshold_uncertainty_score":0.06979775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1380411542766707,"score_gpt":0.3837466174704646,"score_spread":0.2457054631937939,"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."}}