{"id":"W4310093760","doi":"10.1097/ruq.0000000000000629","title":"Obstetric Ultrasonography in Postgraduate Radiology Training","year":2022,"lang":"en","type":"article","venue":"Ultrasound Quarterly","topic":"Radiology practices and education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Medicine; Residency training; Ultrasonography; Turkish; Family medicine; Obstetrics and gynaecology; Training (meteorology); Obstetric ultrasound; Radiology; Pregnancy; Medical education; Continuing education; Gestation","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":[0.0005262353,0.0001533274,0.0003234695,0.000555551,0.0002053385,0.00001990209,0.0001309733,0.00007142055,0.0005121816],"category_scores_gemma":[0.0002104828,0.0001552536,0.0001188883,0.00091266,0.00008354813,0.0001460783,0.000005196082,0.0005879234,0.0000341472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001416838,"about_ca_system_score_gemma":0.0001438899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001372766,"about_ca_topic_score_gemma":0.00001713244,"domain_scores_codex":[0.9984264,0.0002711368,0.0003423395,0.0003540757,0.0001783063,0.0004276969],"domain_scores_gemma":[0.9985324,0.0009050538,0.000132989,0.0002815487,0.0000306847,0.0001173902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009820599,0.001448749,0.7495026,0.00007671243,0.000349842,0.0003887873,0.1074628,0.0002084458,0.03452549,0.0023903,0.007327061,0.09533715],"study_design_scores_gemma":[0.003311511,0.005389791,0.8603803,0.00001875194,0.0001401116,0.01008105,0.06972359,0.0001356764,0.00003671469,0.001620082,0.04872255,0.0004398641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926873,0.0008505489,0.0000400358,0.001785775,0.0009821184,0.0003017868,0.00001062738,0.00006700073,0.003274753],"genre_scores_gemma":[0.9976192,0.00005801181,0.0005940935,0.000956964,0.0001654501,0.000105426,0.0001424046,0.00002176833,0.0003367481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1108777,"threshold_uncertainty_score":0.6331059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02741453450094096,"score_gpt":0.2800258473078227,"score_spread":0.2526113128068818,"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."}}