{"id":"W3208111547","doi":"10.1002/jum.15857","title":"Determination of Endovaginal Ultrasound Proficiency and Learning Curve Among Emergency Medicine Trainees","year":2021,"lang":"en","type":"article","venue":"Journal of Ultrasound in Medicine","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Ultrasound; Transvaginal ultrasound; Confidence interval; Radiology; Obstetrics; Gynecology; Internal medicine","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003058875,0.0002884454,0.001192888,0.0004958022,0.0001038763,0.00000716531,0.0002132679,0.0001886696,0.001998086],"category_scores_gemma":[0.03130465,0.0002123656,0.0001508606,0.001179652,0.001007506,0.0002852223,0.00002565902,0.001295604,0.000002049179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001053482,"about_ca_system_score_gemma":0.0002163761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008050098,"about_ca_topic_score_gemma":0.00004075633,"domain_scores_codex":[0.9954422,0.0003058515,0.002526673,0.0003630586,0.001015953,0.0003462366],"domain_scores_gemma":[0.9917838,0.004956659,0.00134016,0.0003203691,0.001273411,0.0003256196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001394838,0.0005156835,0.712308,0.0003303142,0.00008953813,0.00007544338,0.004558199,0.00001252773,0.277397,0.00050328,0.0009999635,0.003070566],"study_design_scores_gemma":[0.00556864,0.003579512,0.9609634,0.001926451,0.0006111572,0.00404613,0.009987747,0.0001019881,0.004001734,0.004430233,0.004509353,0.0002736434],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829642,0.003861986,0.004262218,0.002721312,0.0005244552,0.0003094707,0.000004503491,0.00001788119,0.005334023],"genre_scores_gemma":[0.9853097,0.007399155,0.005247528,0.0001431245,0.0008500682,0.00001054963,0.00003733534,0.00003298648,0.0009695184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2733953,"threshold_uncertainty_score":0.9989142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03647125712817114,"score_gpt":0.3604621486806115,"score_spread":0.3239908915524404,"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."}}