{"id":"W2950881503","doi":"10.1111/medu.13908","title":"Making change in medical education","year":2019,"lang":"en","type":"letter","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre","funders":"","keywords":"Conversation; Medical education; Social media; Psychology; Pedagogy; Medicine; Engineering ethics; Computer science; Engineering; World Wide Web; Communication","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":[],"consensus_categories":[],"category_scores_codex":[0.006590887,0.0005583939,0.0005976893,0.000574756,0.009386518,0.00697176,0.001285376,0.05309854,0.007373653],"category_scores_gemma":[0.03175136,0.000574055,0.0007504187,0.0004813014,0.007248919,0.009081178,0.004731808,0.04773357,0.004167493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008553619,"about_ca_system_score_gemma":0.01115924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01579228,"about_ca_topic_score_gemma":0.02965743,"domain_scores_codex":[0.9927611,0.003346929,0.0004885262,0.0005899973,0.001878,0.0009353672],"domain_scores_gemma":[0.9853887,0.009423891,0.0006542525,0.0003811315,0.001582347,0.002569608],"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":[0.00007622076,0.00009300357,0.0008418157,0.0001452452,0.00001449803,0.0031603,0.002876691,0.0001147007,0.0005091922,0.02150376,0.9394091,0.0312554],"study_design_scores_gemma":[0.00007639611,0.0000584869,0.000740088,0.0004275777,0.00001156391,0.002089133,0.002572838,0.0003689258,0.0002478771,0.02180972,0.9715546,0.00004283542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003271284,0.0006595576,0.00006853943,0.9919928,0.003913572,0.000006696751,0.000003674606,0.000006536427,0.003021449],"genre_scores_gemma":[0.006406952,0.0008243169,0.0002999573,0.9772707,0.005102908,0.00002860072,0.000004558236,0.00001158407,0.01005048],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05309854,"threshold_uncertainty_score":0.06206119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03924451087601178,"score_gpt":0.4199845607914728,"score_spread":0.3807400499154611,"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."}}