{"id":"W3114035242","doi":"10.1186/s13244-020-00941-z","title":"Radiology in the era of value-based healthcare: a multi-society expert statement from the ACR, CAR, ESR, IS3R, RANZCR, and RSNA","year":2020,"lang":"en","type":"article","venue":"Insights into Imaging","topic":"Radiology practices and education","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McGill University","funders":"","keywords":"Health care; Medicine; Interventional radiology; Reimbursement; Radiology; Value (mathematics); Political science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09607591,0.001086719,0.001729866,0.002456474,0.004104599,0.009636296,0.005810576,0.02536987,0.002913214],"category_scores_gemma":[0.1297876,0.000948525,0.001990992,0.002454027,0.005328393,0.006679955,0.009470389,0.02575232,0.002772895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006570014,"about_ca_system_score_gemma":0.04378761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005574827,"about_ca_topic_score_gemma":0.009274903,"domain_scores_codex":[0.9371176,0.02076732,0.0127913,0.002728377,0.02218176,0.004413688],"domain_scores_gemma":[0.7392427,0.08437862,0.0150853,0.00833047,0.1148494,0.03811337],"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":[0.00004892002,0.00007311968,0.001782468,0.001176946,0.00005254853,0.0007578121,0.00222995,0.0004993629,0.0007366819,0.007211684,0.9070988,0.07833163],"study_design_scores_gemma":[0.00002168857,0.00004443192,0.001683797,0.006028542,0.00004672137,0.001667938,0.002714244,0.0005536961,0.0003471549,0.007775615,0.9790107,0.000105417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0008546336,0.01312757,0.001433264,0.9642904,0.01539429,0.0001563686,0.0000803284,0.00004035023,0.004622812],"genre_scores_gemma":[0.0691671,0.08499559,0.05487464,0.6863493,0.07921857,0.001440921,0.00115429,0.0003692951,0.02243029],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09607591,"threshold_uncertainty_score":0.5081041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05077041262806394,"score_gpt":0.3512200936996502,"score_spread":0.3004496810715863,"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."}}