{"id":"W4387576412","doi":"10.1111/1754-9485.13577","title":"Clinical Radiology Exhibits","year":2023,"lang":"en","type":"article","venue":"Journal of Medical Imaging and Radiation Oncology","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Medical physics; Radiology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008759918,0.0005571622,0.0003956742,0.001610221,0.00144227,0.003189242,0.001235135,0.001308441,0.7183087],"category_scores_gemma":[0.003099358,0.0002793816,0.0004626788,0.002060162,0.0006900566,0.001875401,0.004990467,0.00130667,0.5234863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009621777,"about_ca_system_score_gemma":0.002708365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001093942,"about_ca_topic_score_gemma":0.002823638,"domain_scores_codex":[0.9990504,0.000192362,0.00007215418,0.0001712967,0.000347502,0.0001662233],"domain_scores_gemma":[0.9980877,0.0002497208,0.0001546395,0.0002935563,0.000402428,0.0008119724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004627972,0.00005997352,0.001267429,0.0002448538,0.000003419399,0.0003198517,0.0002090423,0.00003558149,0.0003320707,0.003718493,0.8723667,0.1213963],"study_design_scores_gemma":[0.000009285282,0.00001563451,0.001447586,0.00009602991,0.000001222211,0.0005199107,0.0001073675,0.00001103532,0.00008193657,0.0004906477,0.9972153,0.000004084777],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002457338,0.001713943,0.0008445128,0.007210173,0.002250376,0.0002217457,0.005443765,0.001252359,0.9786058],"genre_scores_gemma":[0.01701281,0.002488813,0.002102709,0.005667273,0.001721861,0.0001994528,0.00587887,0.0007388364,0.9641894],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7183087,"threshold_uncertainty_score":0.4017984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04521672154548313,"score_gpt":0.4690498212315909,"score_spread":0.4238330996861078,"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."}}