{"id":"W3184104988","doi":"10.1016/j.xjon.2021.02.013","title":"Commentary: Inside out","year":2021,"lang":"en","type":"editorial","venue":"JTCVS Open","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Certification; Graduation (instrument); Graduate medical education; Medical education; Cardiothoracic surgery; Medicine; Medical school; Process (computing); Licensure; Psychology; Computer science; Surgery; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006493346,0.001759056,0.002339565,0.001962906,0.005778564,0.006993459,0.007225933,0.0555469,0.06947855],"category_scores_gemma":[0.06623008,0.0009768752,0.002696144,0.001292267,0.007305454,0.009053304,0.004329101,0.05484628,0.04137072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007847876,"about_ca_system_score_gemma":0.01457416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01245575,"about_ca_topic_score_gemma":0.01109909,"domain_scores_codex":[0.9911822,0.002211913,0.000717515,0.001316439,0.003498398,0.001073569],"domain_scores_gemma":[0.9684725,0.0120963,0.001598176,0.001308298,0.01259547,0.003929163],"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":[0.000006767621,0.000002345828,0.00001415158,0.00005631362,0.00000316057,0.00007758328,0.00004700681,0.000005154056,0.000008994888,0.0003507529,0.9981664,0.001261469],"study_design_scores_gemma":[0.00002837549,0.0000124001,0.0001174328,0.0007843474,0.00001261293,0.0003048689,0.0003490786,0.00003244862,0.00007467964,0.00136805,0.9968904,0.00002545069],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00005973147,0.001863154,0.00005775828,0.8093308,0.1837586,0.00002687778,0.0001249882,0.00007417244,0.004703882],"genre_scores_gemma":[0.001044902,0.00132298,0.000069469,0.9008943,0.08412465,0.00006998728,0.00005409136,0.00006590365,0.0123536],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.06947855,"threshold_uncertainty_score":0.2324288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02487271182552394,"score_gpt":0.3465883266075669,"score_spread":0.321715614782043,"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."}}