{"id":"W4245235793","doi":"10.1017/cbo9781316178485.002","title":"Introduction","year":2016,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Identity (music); Subject (documents); Engineering ethics; The Void; Pedagogy; Medical education; Sociology; Psychology; Medicine; Engineering; Epistemology; Library science; Aesthetics; Art; Philosophy; Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000535166,0.0007086216,0.0004750551,0.001012963,0.001495794,0.003899723,0.001265907,0.00201323,0.390287],"category_scores_gemma":[0.002512875,0.0002186759,0.0004072741,0.001111782,0.001009056,0.002976394,0.002258705,0.002009934,0.2017924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299517,"about_ca_system_score_gemma":0.001754831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001738946,"about_ca_topic_score_gemma":0.002571273,"domain_scores_codex":[0.9992967,0.00008535828,0.00003186259,0.0001642386,0.0003464608,0.00007547014],"domain_scores_gemma":[0.999355,0.0001478216,0.0000343225,0.00007154747,0.0002559996,0.0001352354],"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":[0.00002817624,0.00003667784,0.0001835861,0.0002822146,0.000002398196,0.0001425421,0.0007132233,0.00009085968,0.0002933253,0.05925158,0.7647463,0.1742291],"study_design_scores_gemma":[0.000001092971,0.00000511459,0.00008883479,0.00009770923,4.50612e-7,0.00008024636,0.00008339146,0.000009948516,0.00002657042,0.002990803,0.9966139,0.00000184101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006120171,0.008009015,0.002491255,0.006647129,0.008686556,0.0001024586,0.00097542,0.0003838473,0.9720924],"genre_scores_gemma":[0.003638825,0.004894678,0.001654327,0.002903539,0.001390241,0.00007304119,0.0008764367,0.0001619286,0.9844069],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.609713,"threshold_uncertainty_score":0.8696816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611737539843605,"score_gpt":0.2286472131041002,"score_spread":0.2125298377056641,"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."}}