{"id":"W4387263260","doi":"10.1002/uog.26640","title":"EP02.22: ISUOG 2022 international trainee survey: evaluation by N‐GEN committee of current and future ultrasound training opportunities","year":2023,"lang":"en","type":"article","venue":"Ultrasound in Obstetrics and Gynecology","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; General partnership; Demographics; Cohort; Obstetrics and gynaecology; Prenatal diagnosis; Family medicine; Gynecology; Pregnancy; Demography; Internal medicine; Fetus","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03797631,0.0006979959,0.001066248,0.003523663,0.0007550486,0.001528993,0.001691125,0.001359886,0.01241042],"category_scores_gemma":[0.04142267,0.000592523,0.001168499,0.004282875,0.0004645129,0.001789971,0.002867785,0.001171247,0.008919714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002462635,"about_ca_system_score_gemma":0.003102181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0105175,"about_ca_topic_score_gemma":0.009962615,"domain_scores_codex":[0.9867874,0.006744435,0.001783369,0.0003850402,0.003257201,0.001042613],"domain_scores_gemma":[0.9615328,0.01023759,0.006222715,0.001717911,0.01613927,0.004149758],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005440243,0.004251635,0.7230024,0.00126827,0.0002395482,0.0001415886,0.002532264,0.0008340762,0.0005594156,0.0003774136,0.1650486,0.09630463],"study_design_scores_gemma":[0.0005172426,0.001819297,0.9656529,0.0002935985,0.00004840087,0.00005077866,0.001823351,0.0009192096,0.0002860512,0.00006890548,0.028485,0.00003516091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7031016,0.0006898532,0.003823916,0.004684237,0.0008597249,0.04634067,0.1796404,0.0009702281,0.05988938],"genre_scores_gemma":[0.6661487,0.001085334,0.00856238,0.006353983,0.0004238805,0.1618711,0.1277507,0.0004554879,0.0273484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9620237,"threshold_uncertainty_score":0.2008403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09080423296053002,"score_gpt":0.3460325859197661,"score_spread":0.2552283529592361,"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."}}