{"id":"W2793838537","doi":"10.1213/ane.0000000000002826","title":"Summative Objective Structured Clinical Examination Assessment at the End of Anesthesia Residency for Perioperative Ultrasound","year":2018,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Objective structured clinical examination; Summative assessment; Medical physics; Ultrasound; Imaging phantom; Perioperative; Workflow; Grading (engineering); Anesthesiology; Medical education; Radiology; Anesthesia; Formative assessment; Statistics","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":[0.001995323,0.000346741,0.0007725173,0.0001081266,0.0005224353,0.00004526849,0.0003578332,0.0003082069,0.0007244428],"category_scores_gemma":[0.001047828,0.0002351414,0.000390469,0.0005094238,0.002034515,0.0001623258,0.00003081222,0.0003772709,0.00005511765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002453702,"about_ca_system_score_gemma":0.0005677436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007561495,"about_ca_topic_score_gemma":0.0001985389,"domain_scores_codex":[0.9965104,0.0005962976,0.001174145,0.0007305411,0.0005990572,0.0003895243],"domain_scores_gemma":[0.9917722,0.005238098,0.0006380937,0.0009290498,0.001235183,0.000187346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00358422,0.002868722,0.7409464,0.0003688789,0.002153045,0.0001895322,0.01353216,0.00002091833,0.05007271,0.1445927,0.01761403,0.02405677],"study_design_scores_gemma":[0.001385376,0.00226298,0.9756905,0.00007437402,0.0004741311,0.0008871911,0.001380372,0.0001280659,0.009673584,0.00300231,0.004783383,0.0002577676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870552,0.0001445042,0.001884968,0.006366359,0.0000434938,0.002265525,0.00001699318,0.00006465364,0.002158275],"genre_scores_gemma":[0.9860169,0.0001140784,0.01002271,0.001048523,0.0005215617,0.0003411866,0.0001736683,0.00005538377,0.001706047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2347441,"threshold_uncertainty_score":0.9588787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03894481372785728,"score_gpt":0.3856648033649418,"score_spread":0.3467199896370845,"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."}}