{"id":"W4378349325","doi":"10.1007/s00261-023-03951-9","title":"The adoption of LI-RADS: a survey of non-academic radiologists","year":2023,"lang":"en","type":"article","venue":"Abdominal Radiology","topic":"MRI in cancer diagnosis","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"Fonds de Recherche du Québec - Santé","keywords":"Medicine; Demographics; Specialty; Clinical Practice; Ultrasound; Radiology; Medical physics; BI-RADS; Family medicine; Internal medicine; Mammography; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001988193,0.0001349378,0.0005819482,0.0001460278,0.00005084496,0.000001567458,0.000260924,0.0002511239,0.00003615627],"category_scores_gemma":[0.001233827,0.00009404713,0.00011158,0.0005741279,0.0006809339,0.00002561035,0.00006463312,0.000318854,0.00005986521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007500802,"about_ca_system_score_gemma":0.000183364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005718805,"about_ca_topic_score_gemma":0.000084789,"domain_scores_codex":[0.9983518,0.0003228253,0.0005671827,0.000251163,0.0001732575,0.0003338353],"domain_scores_gemma":[0.9967714,0.002254926,0.0003000893,0.000426882,0.000171784,0.00007495336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002906747,0.00006703009,0.8374645,0.0002544942,0.0002994157,0.00005379252,0.0005843113,0.0002442932,0.03717828,0.0004904207,0.08677267,0.03368405],"study_design_scores_gemma":[0.001054553,0.0008837946,0.9904564,0.0001025732,0.00007680021,0.0001758095,0.0001355106,0.001224401,0.003490253,0.0001591288,0.002154523,0.00008623322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941848,0.001993304,0.0002424779,0.00217498,0.0005603942,0.0003651114,0.00002685778,0.00003593845,0.0004161206],"genre_scores_gemma":[0.9872597,0.01192813,0.0001980685,0.0001351955,0.0001664736,0.00006946566,0.00005177757,0.00001839586,0.0001727417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1529919,"threshold_uncertainty_score":0.3835131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05285258900712754,"score_gpt":0.3600137008058938,"score_spread":0.3071611117987663,"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."}}