{"id":"W2471044743","doi":"10.1097/acm.0000000000001071","title":"In Reply to Barnhoorn","year":2016,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Miller; Identity (music); Pyramid (geometry); Scope (computer science); Professional development; Engineering ethics; Psychology; Field (mathematics); Process (computing); Medical education; Sociology; Pedagogy; Medicine; Computer science; Aesthetics; Engineering","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":[0.005680348,0.001080445,0.001766442,0.00095241,0.003056135,0.003325504,0.00395667,0.02507095,0.00821588],"category_scores_gemma":[0.04799999,0.001151411,0.001200511,0.0009683703,0.00375931,0.007121354,0.00265146,0.05517089,0.006368034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004480502,"about_ca_system_score_gemma":0.004685639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006848891,"about_ca_topic_score_gemma":0.007661765,"domain_scores_codex":[0.9951407,0.00142572,0.0006740496,0.000940796,0.001427647,0.0003911199],"domain_scores_gemma":[0.9852313,0.007359945,0.001000275,0.0004561542,0.004070766,0.001881486],"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":[0.00001803712,0.000009492251,0.0001231692,0.0000639893,0.000006162898,0.0003466221,0.0001784659,0.00001600029,0.00004733171,0.0007830308,0.9949603,0.003447364],"study_design_scores_gemma":[0.00002157993,0.00004075398,0.0007144519,0.0004224801,0.00001758293,0.002110599,0.001099644,0.0001644163,0.0002330043,0.002845833,0.9922425,0.00008720563],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001761144,0.002908784,0.0001290183,0.9244041,0.07149163,0.00001284725,0.00003364912,0.00003658647,0.0008071758],"genre_scores_gemma":[0.002127359,0.001343237,0.0002344967,0.9649267,0.02639272,0.00004556256,0.00001770743,0.00003603446,0.004876202],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02507095,"threshold_uncertainty_score":0.03250843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03129424121214808,"score_gpt":0.3786051585428581,"score_spread":0.34731091733071,"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."}}