{"id":"W4283577174","doi":"10.1002/jdd.13017","title":"Practice makes perfect? Association between students’ performance measures in an advanced dental simulation course","year":2022,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Clinical Practice; Class (philosophy); Dental practice; Medicine; Test (biology); Educational measurement; Psychology; Medical education; Family medicine; Curriculum; Dentistry; Computer science; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00229992,0.0001406553,0.000229029,0.000339639,0.0002908628,0.000220918,0.0004791505,0.00006435539,0.0004146301],"category_scores_gemma":[0.001355604,0.0001533957,0.0001075299,0.0004575293,0.00001998912,0.002207717,0.0001193939,0.0006787973,0.00007909699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003299508,"about_ca_system_score_gemma":0.0008317517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009434293,"about_ca_topic_score_gemma":0.0001875907,"domain_scores_codex":[0.9957013,0.0006509289,0.0006268414,0.0002020402,0.002539072,0.000279877],"domain_scores_gemma":[0.9978748,0.0004537282,0.0009236271,0.0001696263,0.0003681056,0.000210089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007535504,0.001810079,0.9594916,0.00002565442,0.00007656047,0.00003732652,0.0008729591,0.007454615,0.0009917902,0.00001180313,0.0007378512,0.02773627],"study_design_scores_gemma":[0.002110623,0.0008647462,0.9690164,0.00004864302,0.0001155677,0.0002420809,0.02279965,0.0005115665,0.0003374086,0.00007773884,0.003683464,0.0001921425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968904,0.0004106156,0.0000762229,0.0001210412,0.001745255,0.0003805779,0.00001961573,0.00001396787,0.0003423658],"genre_scores_gemma":[0.9978216,0.00003637556,0.0001074958,0.0002596407,0.0003525339,0.0000409706,0.00006082474,0.00002294637,0.001297642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02754413,"threshold_uncertainty_score":0.8628098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0285721567560401,"score_gpt":0.4281831368875531,"score_spread":0.399610980131513,"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."}}