{"id":"W4316927951","doi":"10.1001/jama.2022.23658","title":"Fake It ‘Til You Make It","year":2023,"lang":"en","type":"article","venue":"JAMA","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Narrative; Mental health; Medical education; Psychoanalysis; Psychotherapist; Internet privacy; Psychiatry; Literature","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":[0.00307238,0.0007221145,0.0003037572,0.0004877576,0.01111998,0.00593853,0.0008863857,0.007596737,0.01195576],"category_scores_gemma":[0.01928009,0.0003218149,0.0003141737,0.0003340594,0.01399166,0.005612559,0.002304036,0.01161886,0.005728725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002108,"about_ca_system_score_gemma":0.00211841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005817008,"about_ca_topic_score_gemma":0.008726381,"domain_scores_codex":[0.9957182,0.002038321,0.0001207052,0.0003292731,0.001328924,0.0004645604],"domain_scores_gemma":[0.9927905,0.003747668,0.0009551364,0.0004266077,0.001339231,0.0007409648],"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":[0.00002874527,0.00003451913,0.0008768127,0.0001089914,0.00001565753,0.0009073749,0.03283565,0.00008354654,0.0003376527,0.1352294,0.8115701,0.01797148],"study_design_scores_gemma":[0.000009235426,0.00004318317,0.0006960722,0.0002877159,0.0000100158,0.001580497,0.02537559,0.0002032955,0.0008254309,0.01202561,0.9589016,0.00004178692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01138792,0.005944306,0.004454921,0.7593573,0.01608797,0.00003330577,0.00009272164,0.0001403647,0.2025012],"genre_scores_gemma":[0.3128507,0.005285235,0.002699027,0.4619851,0.007189098,0.0000806454,0.0000894347,0.0002348578,0.209586],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01195576,"threshold_uncertainty_score":0.03999603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08746457426813621,"score_gpt":0.4253097368663406,"score_spread":0.3378451625982044,"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."}}