{"id":"W2589874118","doi":"10.1097/acm.0000000000001557","title":"In Reply to Pippitt et al","year":2017,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mental Health Research Canada; University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Echo (communications protocol); Mental health; Psychology; Medical education; Health care; Fidelity; Medicine; Computer science; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008615335,0.001669027,0.001944872,0.001615044,0.003776933,0.005595895,0.005051692,0.03802773,0.01225287],"category_scores_gemma":[0.08882635,0.001261668,0.001660539,0.001241528,0.005043531,0.01027851,0.003924385,0.06194373,0.01217791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004264618,"about_ca_system_score_gemma":0.0079778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005787093,"about_ca_topic_score_gemma":0.005305792,"domain_scores_codex":[0.9924906,0.001815169,0.0009366546,0.00114947,0.002838256,0.0007698133],"domain_scores_gemma":[0.9691961,0.01332129,0.00218558,0.0008739516,0.01050445,0.003918719],"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":[0.00001170993,0.000006422897,0.0001038713,0.00006089256,0.000005935423,0.0001379158,0.00008883369,0.00001147375,0.00001630977,0.000257283,0.9968535,0.002445731],"study_design_scores_gemma":[0.00005285122,0.00003266152,0.0005188187,0.0006816778,0.0000291148,0.001574699,0.001005754,0.000142662,0.0002252774,0.002240665,0.9934094,0.0000865258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.000116206,0.001710768,0.0001237316,0.9009901,0.09623823,0.00001793356,0.00007137089,0.00006874114,0.0006628889],"genre_scores_gemma":[0.001126315,0.001620425,0.0001875943,0.9405332,0.05312946,0.00006694051,0.00003815137,0.00004827286,0.003249579],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03802773,"threshold_uncertainty_score":0.04556274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3525500904071149,"score_gpt":0.5364431248054756,"score_spread":0.1838930343983607,"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."}}