{"id":"W3184795111","doi":"10.3389/fcvm.2021.666119","title":"COVID-19 and the Digitalisation of Cardiovascular Training and Education—A Review of Guiding Themes for Equitable and Effective Post-graduate Telelearning","year":2021,"lang":"en","type":"review","venue":"Frontiers in Cardiovascular Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Circle Cardiovascular Imaging; National Medical Research Council; Medical Research Council; Barts Health NHS Trust","keywords":"Mentorship; Medical education; Curriculum; Medicine; Psychology; Pedagogy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01046055,0.000504547,0.0006575091,0.00290965,0.002055865,0.008253538,0.001349281,0.003296838,0.003290631],"category_scores_gemma":[0.01282794,0.0003029353,0.0006765108,0.003134629,0.008890734,0.008490003,0.004770823,0.005668492,0.0006004577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007197126,"about_ca_system_score_gemma":0.01564479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004850784,"about_ca_topic_score_gemma":0.006829765,"domain_scores_codex":[0.9943033,0.003147952,0.0006797272,0.0003753889,0.00108988,0.0004036717],"domain_scores_gemma":[0.9837189,0.01305346,0.000861806,0.000276243,0.001301615,0.0007879509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005613508,0.0001077585,0.0009088577,0.01765564,0.00003812232,0.0002364574,0.01429442,0.0003134175,0.0003017713,0.1937707,0.0216253,0.7506914],"study_design_scores_gemma":[0.00001193149,0.00009439969,0.002203816,0.04293703,0.0000330147,0.0006654271,0.01173419,0.0001615363,0.0002659992,0.02994244,0.9119132,0.00003702319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002054039,0.9448419,0.002592387,0.03428769,0.00192032,0.00008399702,0.00002119981,0.00002317047,0.01417517],"genre_scores_gemma":[0.02863519,0.955357,0.004169687,0.007922914,0.001035456,0.0001633937,0.00003096603,0.00003075012,0.002654534],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01046055,"threshold_uncertainty_score":0.05532128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07156435490453765,"score_gpt":0.3673570757739171,"score_spread":0.2957927208693794,"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."}}