{"id":"W4410531016","doi":"10.34197/ats-scholar.2024-0112in","title":"Development and Validity of a Simulation Program for Assessment of Clinical Teaching Skills","year":2025,"lang":"en","type":"article","venue":"ATS Scholar","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Psychology; Medical education; Mathematics education; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002157194,0.00006778123,0.0002688846,0.00009444443,0.00009859675,0.000008378033,0.00003817896,0.00009524111,0.000009114221],"category_scores_gemma":[0.001516612,0.00006333635,0.00005451126,0.0001031164,0.00003103464,0.00007155452,0.00001918099,0.0002415233,3.208208e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007027921,"about_ca_system_score_gemma":0.0008093154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001164227,"about_ca_topic_score_gemma":0.000001535305,"domain_scores_codex":[0.9986876,0.0001293933,0.0007287702,0.0001792712,0.000178831,0.00009610128],"domain_scores_gemma":[0.9977933,0.001284243,0.0002157204,0.0001910537,0.0004483725,0.00006731665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003294918,0.0004880219,0.8884944,0.000536062,0.00004018066,1.188087e-7,0.0004297791,0.0005453302,0.00005655333,0.0005739844,0.00004069493,0.1087619],"study_design_scores_gemma":[0.001174767,0.0001908777,0.9748596,0.0003178228,0.00005901975,2.247132e-7,0.0002501042,0.01462675,0.0006944026,0.0001555885,0.007624603,0.00004623946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922929,0.00004265132,0.005561029,0.0004066882,0.0002394041,0.0012012,0.000005020167,0.00002754251,0.0002236133],"genre_scores_gemma":[0.8051861,0.00000241067,0.1944578,0.000137422,0.00004635274,0.0000607398,0.00004779194,0.000005773904,0.00005566405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1888967,"threshold_uncertainty_score":0.2582782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1654508916816521,"score_gpt":0.5676805216216468,"score_spread":0.4022296299399948,"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."}}