{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01136894,0.0004029713,0.005351069,0.0005824027,0.0001422585,0.00001410453,0.0001439587,0.0002409592,0.000006021966],"category_scores_gemma":[0.03349342,0.0002689457,0.001025276,0.001038604,0.001018769,0.0001073173,0.000119147,0.0004035905,6.333327e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002831717,"about_ca_system_score_gemma":0.00158607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001084595,"about_ca_topic_score_gemma":3.190531e-7,"domain_scores_codex":[0.9960996,0.0008052156,0.001281262,0.0006344322,0.0008568636,0.0003226488],"domain_scores_gemma":[0.9968326,0.0008660798,0.0005503289,0.0008175892,0.0007786035,0.0001548176],"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":[0.00001453965,0.0000213901,0.00002824278,0.1655003,0.004493158,0.000003278581,0.001434732,0.000003538813,1.86823e-7,0.0003514871,0.002652481,0.8254967],"study_design_scores_gemma":[0.002530281,0.0001340689,0.00003293507,0.1332496,0.01613808,0.0003578893,0.006256943,0.00004237968,0.000001323703,0.0002215056,0.8408194,0.0002156214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000304347,0.97854,0.01449975,0.001085448,0.0007195144,0.00483562,0.00001528833,0.00001463812,0.0002593211],"genre_scores_gemma":[0.0002742366,0.9920422,0.005186688,0.0006426048,0.0003941739,0.000908117,0.0004607314,0.00005851725,0.00003268535],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8381669,"threshold_uncertainty_score":0.9999763,"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."}}