{"id":"W4391954623","doi":"10.7759/cureus.54541","title":"Online Learning in Medical Student Clerkship: A Survey of Student Perceptions and Future Directions","year":2024,"lang":"en","type":"article","venue":"Cureus","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Alberta Hospital; University of Alberta; University of Calgary","funders":"","keywords":"Medical education; Curriculum; Asynchronous learning; Online learning; Likert scale; Psychology; Coronavirus disease 2019 (COVID-19); Clinical clerkship; Student engagement; Medicine; Computer science; Teaching method; Mathematics education; Synchronous learning; Multimedia; Pedagogy; Cooperative learning; Disease; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009656115,0.00009049172,0.0001971279,0.0002007567,0.00005377974,0.00001744016,0.00007909781,0.000142662,0.0008084454],"category_scores_gemma":[0.0007350289,0.00007673509,0.00002873263,0.0008277996,0.000108146,0.00005493632,0.00005498447,0.0006781375,0.00001023262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001528671,"about_ca_system_score_gemma":0.0002287999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002541246,"about_ca_topic_score_gemma":0.0008442278,"domain_scores_codex":[0.9986579,0.0001141766,0.0003621611,0.000212681,0.0005170551,0.0001359688],"domain_scores_gemma":[0.9994451,0.0001224524,0.00003268806,0.0001522888,0.0001664194,0.00008109587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001791249,0.001964592,0.7294965,0.00018737,0.0001255793,0.00003680691,0.01168694,0.000004886158,0.0001259645,0.0009609433,0.003220399,0.2521721],"study_design_scores_gemma":[0.0003216395,0.0001232438,0.9732959,0.0002517394,0.0000401739,0.00004138923,0.006344087,0.0009300418,0.000001848452,0.00001430037,0.0185737,0.00006194891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987961,0.003684564,0.00009274919,0.006533769,0.001027067,0.000199135,0.000007934345,0.00007164295,0.0004221153],"genre_scores_gemma":[0.9955991,0.002569847,0.0004054822,0.0002392845,0.0005666706,0.00002782468,0.0001733859,0.00001628759,0.0004021333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2521101,"threshold_uncertainty_score":0.8851911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03319197135418293,"score_gpt":0.4267492664438436,"score_spread":0.3935572950896606,"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."}}