{"id":"W3157080938","doi":"10.3138/jvme-2020-0074","title":"A Retrospective Analysis of Pre-/Post-Test Scores of Students Participating in Online Asynchronous Shelter Surgery Coursework","year":2021,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coursework; Timeline; Medical education; Test (biology); Curriculum; Asynchronous learning; Asynchronous communication; Medicine; Psychology; Mathematics education; Computer science; Teaching method; Pedagogy; Mathematics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006793958,0.00008603397,0.0005805788,0.000524576,0.00006637558,0.00001801956,0.000258292,0.0001081214,0.0005900319],"category_scores_gemma":[0.03240053,0.00007954198,0.0001787971,0.001881622,0.0002468391,0.0001985208,0.00005872338,0.00041189,2.399492e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003254937,"about_ca_system_score_gemma":0.003488587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005376934,"about_ca_topic_score_gemma":0.0005579055,"domain_scores_codex":[0.9959543,0.00139198,0.00104399,0.0001345884,0.001288624,0.0001865259],"domain_scores_gemma":[0.9960405,0.001427379,0.001047566,0.0001383345,0.001210202,0.0001360195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007924804,0.002589327,0.967687,0.00003836289,0.0002489166,0.00004307777,0.01589505,0.0000230676,0.001325437,0.0001520903,0.00008032511,0.01183813],"study_design_scores_gemma":[0.0001583755,0.0003304456,0.9916023,0.000602024,0.0001824195,0.00001497553,0.006566329,0.0001033432,0.0001562075,0.0001516553,0.00006546096,0.00006645741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971024,0.0001732167,0.0006822946,0.001171042,0.0006952917,0.00006299358,0.000007057958,0.000003657513,0.0001020309],"genre_scores_gemma":[0.9935709,0.00009419539,0.005834109,0.000144163,0.0003095513,0.000006617927,0.00000956414,0.000006997008,0.00002396077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02560657,"threshold_uncertainty_score":0.97575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09715141121033309,"score_gpt":0.5039357732606473,"score_spread":0.4067843620503142,"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."}}