{"id":"W4225263128","doi":"10.3138/jvme-2021-0144","title":"Virtual Clinics: A Student-Led, Problem-Based Learning Approach to Supplement Veterinary Clinical Experiences","year":2022,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Active listening; Pace; Medical education; Peer mentoring; Focus group; Presentation (obstetrics); Psychology; Peer learning; Virtual learning environment; Problem-based learning; Virtual patient; Medicine; Peer group; Perspective (graphical); Pedagogy; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01340317,0.0001699915,0.0003941114,0.0003164046,0.001112902,0.0001021578,0.000978932,0.0001237382,0.002727569],"category_scores_gemma":[0.002149161,0.0001612346,0.0002388187,0.0005584237,0.0002248774,0.0002915458,0.0002847102,0.001337222,0.000012861],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003605591,"about_ca_system_score_gemma":0.006386875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001044758,"about_ca_topic_score_gemma":0.000003981192,"domain_scores_codex":[0.9919915,0.003664202,0.001294159,0.0003399891,0.002270285,0.0004399175],"domain_scores_gemma":[0.9975743,0.0005381511,0.0007474445,0.0001668732,0.0002303921,0.0007428563],"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":[0.003162911,0.01238676,0.0387157,0.0001326727,0.0002241145,0.0002679511,0.3446889,0.004596395,0.0001747221,0.002060249,0.02988447,0.5637051],"study_design_scores_gemma":[0.001078769,0.01365252,0.001504552,0.0001114379,0.00003497267,0.0001647444,0.1588269,0.0003043299,0.000001757391,0.00005597881,0.8240253,0.000238774],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857739,0.0003242229,0.002122649,0.00543513,0.003559763,0.0004789027,0.000001640777,0.00004171959,0.002262079],"genre_scores_gemma":[0.9866981,0.00008690306,0.008899947,0.002098789,0.001485063,0.0002820197,0.00001532253,0.00002096155,0.0004129054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7941408,"threshold_uncertainty_score":0.999246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1049791556066477,"score_gpt":0.4722966524194864,"score_spread":0.3673174968128387,"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."}}