{"id":"W2413683698","doi":"10.1097/acm.0b013e3181f13321","title":"Foreword","year":2010,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Medical education; Snapshot (computer storage); Medicine; Political science; Psychology; Computer science","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":[0.001039202,0.0009256843,0.0008440523,0.001827209,0.003188281,0.005936475,0.002103382,0.002903163,0.6596977],"category_scores_gemma":[0.00862709,0.0003425665,0.0006782099,0.001863905,0.0009323548,0.003584551,0.00253136,0.003908692,0.5851853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003277559,"about_ca_system_score_gemma":0.006337243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0177921,"about_ca_topic_score_gemma":0.02420382,"domain_scores_codex":[0.9984123,0.0001543663,0.00008767603,0.0002455043,0.0008862332,0.0002139445],"domain_scores_gemma":[0.9950461,0.0004686559,0.0001406882,0.0003425671,0.003083403,0.0009186137],"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":[0.000005855396,0.00000485247,0.00002948477,0.00004339531,6.874971e-7,0.00001905835,0.00002797233,0.000007091147,0.00002745519,0.001551236,0.9791746,0.01910831],"study_design_scores_gemma":[0.000001502043,0.000002586793,0.00006880299,0.0000503662,5.203725e-7,0.00002827299,0.00005182124,0.000005676582,0.00002060579,0.0003652053,0.9994028,0.000001818357],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.000399553,0.005742443,0.001288501,0.0449267,0.09639444,0.0002833064,0.005055056,0.001463889,0.8444461],"genre_scores_gemma":[0.002042107,0.003072046,0.0006276384,0.01516123,0.008815171,0.0000939942,0.002768517,0.000714223,0.9667051],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6596977,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02326199929774586,"score_gpt":0.3881751320525096,"score_spread":0.3649131327547637,"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."}}