{"id":"W3158876112","doi":"10.3138/jvme-2020-0075","title":"Use of Online Resources to Study Cardiology by Clinical Veterinary Students in the United Kingdom","year":2021,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Internal medicine; Social media; Cardiology; Resource (disambiguation); Medicine; Medical education; Veterinary medicine; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00127978,0.0001869235,0.0002639588,0.0009613631,0.0009271115,0.00196617,0.0003230473,0.000715093,0.006436779],"category_scores_gemma":[0.007077267,0.0003438029,0.0001851622,0.0007240694,0.0006825933,0.0008671497,0.00225812,0.0005348629,0.001227897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191391,"about_ca_system_score_gemma":0.002093788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01071352,"about_ca_topic_score_gemma":0.03146305,"domain_scores_codex":[0.9981901,0.000676128,0.0002271869,0.0001846643,0.0004537936,0.0002680875],"domain_scores_gemma":[0.9874592,0.002815133,0.003316717,0.0002456875,0.001276543,0.004886781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003749355,0.000456722,0.8179803,0.0006396818,0.00003349418,0.004360689,0.04449033,0.0001313832,0.007261265,0.0002155352,0.004890883,0.1191647],"study_design_scores_gemma":[0.00002923853,0.001525675,0.9132099,0.0008842699,0.00002457739,0.005186697,0.05114817,0.000236104,0.0007040258,0.0000700345,0.02691233,0.00006908029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994947,0.00115116,0.0001083589,0.001036281,0.00002243061,0.00003200639,0.00008531798,0.00001198368,0.002605447],"genre_scores_gemma":[0.9945799,0.002019437,0.0004255944,0.001100944,0.00001741904,0.00002905764,0.0000771397,0.000008997725,0.00174155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01071352,"threshold_uncertainty_score":0.02153313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6887871334919604,"score_gpt":0.6480277117285262,"score_spread":0.04075942176343417,"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."}}