{"id":"W4416994490","doi":"10.1148/ryct.250444","title":"Top 2025 Images in Cardiothoracic Imaging","year":2025,"lang":"en","type":"article","venue":"Radiology Cardiothoracic Imaging","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"NIHR Sheffield Biomedical Research Centre; NIHR Sheffield Clinical Research Facility","keywords":"","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":[0.001163641,0.001528261,0.001331839,0.006695413,0.001142732,0.006631808,0.001086672,0.003018561,0.3907302],"category_scores_gemma":[0.006180474,0.0006594707,0.0007613603,0.002983022,0.001164353,0.002888164,0.00217177,0.00306176,0.2911641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001170496,"about_ca_system_score_gemma":0.001698894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009982741,"about_ca_topic_score_gemma":0.003534761,"domain_scores_codex":[0.9990823,0.0001588108,0.0001046539,0.0001288155,0.0003903634,0.0001349578],"domain_scores_gemma":[0.9940119,0.0009967386,0.0004547431,0.0002874212,0.002000235,0.00224893],"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":[0.00005390716,0.00002678744,0.0006561352,0.0007856794,0.00002473608,0.0006539095,0.00002074722,0.0001139247,0.001120883,0.002859713,0.7991024,0.1945811],"study_design_scores_gemma":[0.000008366267,0.00001975603,0.00101892,0.0007353601,0.00001527245,0.001729744,0.0000277644,0.0001107304,0.0003497875,0.001243786,0.9947293,0.00001115591],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002477163,0.08344988,0.008700012,0.02470124,0.06828829,0.0002383351,0.002691872,0.00329465,0.8061586],"genre_scores_gemma":[0.01855377,0.0812493,0.01006152,0.01343313,0.0687957,0.0001299765,0.002916912,0.001664666,0.8031951],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3907302,"threshold_uncertainty_score":0.8690494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007094401720766159,"score_gpt":0.3163718533387417,"score_spread":0.3092774516179756,"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."}}