{"id":"W2165770027","doi":"10.1097/acm.0b013e3182a36a07","title":"Just Imagine","year":2013,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":334,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Credentialing; Medical education; Health care; Leverage (statistics); Process (computing); Flipped classroom; Medicine; Psychology; Public relations; Computer science; Political science; Pedagogy","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":[0.002811248,0.001011124,0.0004782124,0.0007852688,0.00643156,0.01263682,0.00136475,0.004913291,0.1733904],"category_scores_gemma":[0.01268251,0.0002913976,0.000598125,0.0005590759,0.008941258,0.01530681,0.007869403,0.008881566,0.09976826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001990096,"about_ca_system_score_gemma":0.002941473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003715986,"about_ca_topic_score_gemma":0.005393664,"domain_scores_codex":[0.9969021,0.001213878,0.00008143354,0.000572102,0.0006981844,0.0005323287],"domain_scores_gemma":[0.9967213,0.0005977202,0.0001954726,0.000589578,0.0009268909,0.0009690518],"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":[0.0000316945,0.000036793,0.0004937383,0.00007200093,0.000008416328,0.000187248,0.002633075,0.00007493026,0.0001228326,0.2530468,0.7015511,0.04174137],"study_design_scores_gemma":[0.000005023455,0.000008298281,0.00008261897,0.00008951833,0.000002120846,0.0001550089,0.001410948,0.00003773723,0.00003630359,0.02659134,0.9715735,0.000007698155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002657934,0.005019476,0.009770479,0.2660594,0.02052515,0.00009709136,0.0003923652,0.0007649052,0.6947132],"genre_scores_gemma":[0.06967063,0.005533929,0.006101795,0.1676313,0.005173126,0.0002148227,0.0005715045,0.0008323506,0.7442705],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1733904,"threshold_uncertainty_score":0.5800486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03570425576405349,"score_gpt":0.3836322931416842,"score_spread":0.3479280373776307,"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."}}