{"id":"W3107462383","doi":"10.3138/jvme.2019-0127","title":"Multimodal Integration of Active Learning in the Veterinary Classroom","year":2020,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Medical education; Active learning (machine learning); Core competency; Medicine; Focus group; Psychology; 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":[],"consensus_categories":[],"category_scores_codex":[0.001920402,0.00006505216,0.0001524435,0.00009727025,0.0001192991,0.00002135212,0.0003108212,0.00009917178,0.000238669],"category_scores_gemma":[0.004387727,0.00004729147,0.00007067206,0.000334246,0.0001181686,0.0003314262,0.00002318329,0.0006974256,0.000003421296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007839501,"about_ca_system_score_gemma":0.001676078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002496794,"about_ca_topic_score_gemma":0.0000168516,"domain_scores_codex":[0.9975835,0.001182274,0.0003872704,0.00008220354,0.0006371366,0.0001276078],"domain_scores_gemma":[0.9989333,0.0003683744,0.0003761657,0.0000463589,0.000142951,0.0001328199],"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":[0.0006428292,0.0003498445,0.001961081,0.00005407346,0.00001617302,0.00005070523,0.1679699,0.00006047228,0.006976135,0.0006470255,0.0006708951,0.8206009],"study_design_scores_gemma":[0.003096567,0.01659947,0.1369983,0.001855534,0.00009007601,0.0004435998,0.3944801,0.004417638,0.0004853037,0.001478836,0.4395417,0.0005128733],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758161,0.000165311,0.0007319618,0.02047034,0.0003762575,0.0001118381,3.286188e-7,0.000007596268,0.002320268],"genre_scores_gemma":[0.9976283,0.0001737829,0.0007718579,0.0008119015,0.0005797578,0.000004786835,0.00000261427,0.000004925721,0.00002207589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.820088,"threshold_uncertainty_score":0.5252836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09698731006123087,"score_gpt":0.4133596003836853,"score_spread":0.3163722903224544,"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."}}