{"id":"W4214483533","doi":"10.1097/ruq.0000000000000597","title":"Survey Study on the Experience, Practice Patterns, and Preferences of the Fellows of the Society of Radiologists in Ultrasound for Evaluation and Management of Gallbladder Polyps Detected With Ultrasound","year":2022,"lang":"en","type":"article","venue":"Ultrasound Quarterly","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Ultrasound; Gallbladder; Institutional review board; Ultrasonography; Cross-sectional study; Clinical Practice; Survey research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001546265,0.0001825529,0.0003789809,0.00004265161,0.0001811528,0.00001311603,0.0002390136,0.00003652407,0.00001915303],"category_scores_gemma":[0.0002704673,0.00009231664,0.0001087411,0.0003794511,0.0004538999,0.00006716908,0.00004072344,0.0001868847,2.513709e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005188014,"about_ca_system_score_gemma":0.00008011278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00136825,"about_ca_topic_score_gemma":0.001607003,"domain_scores_codex":[0.997654,0.0006921075,0.0004642168,0.0003112592,0.0007037407,0.0001747124],"domain_scores_gemma":[0.9956672,0.00307572,0.000508517,0.0004859034,0.0002394525,0.00002320319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007687773,0.0005383451,0.9323169,0.0001985644,0.0006436062,3.557811e-7,0.05935133,0.00001491099,0.005419553,0.00003212945,0.0001146409,0.0006009093],"study_design_scores_gemma":[0.00216929,0.002459686,0.8400981,0.0001019675,0.0003602292,0.00002107889,0.1534114,0.0000111902,0.001228887,0.00004069157,0.0000164752,0.00008097466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960448,0.0007338967,0.00002459491,0.0001704488,0.00007942861,0.002721413,0.0001128183,0.000004542,0.0001081095],"genre_scores_gemma":[0.9993253,0.000131389,0.00006180983,0.00006634189,0.00001202309,0.0003503152,0.00001035713,0.00001238968,0.00003001141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09406011,"threshold_uncertainty_score":0.3764563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03582909434518694,"score_gpt":0.3011091501137179,"score_spread":0.265280055768531,"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."}}