{"id":"W3114396775","doi":"10.1111/1754-9485.13125","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":"Journal of Medical Imaging and Radiation Oncology","topic":"Radiology practices and education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McGill University; Canadian Cartographic Association; Langley Environmental Partners Society","funders":"","keywords":"Medicine; Health care; Reimbursement; Value (mathematics); Radiology","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":[0.08490653,0.00103182,0.001665211,0.002260369,0.003575755,0.008425211,0.005404234,0.0239749,0.002778514],"category_scores_gemma":[0.1126871,0.0009190124,0.00198241,0.002347784,0.004580903,0.006016314,0.008493531,0.02449082,0.00262727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006024329,"about_ca_system_score_gemma":0.0413971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005343007,"about_ca_topic_score_gemma":0.008485536,"domain_scores_codex":[0.9455641,0.01785212,0.01119877,0.002378022,0.0191874,0.003819535],"domain_scores_gemma":[0.7642402,0.08036273,0.01359976,0.007262347,0.1025248,0.03201022],"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":[0.00004977009,0.00007174463,0.001648797,0.001223543,0.00005191667,0.0006914747,0.001969303,0.0005356167,0.0007828579,0.006483897,0.9042479,0.08224321],"study_design_scores_gemma":[0.0000215304,0.00004498177,0.001564419,0.00579192,0.00004774601,0.001540691,0.00226769,0.0005337433,0.000369391,0.006627745,0.9810899,0.0001002882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009707652,0.01463935,0.001539351,0.9623882,0.01529785,0.0001815603,0.00009920893,0.0000436552,0.004839994],"genre_scores_gemma":[0.07518103,0.09590659,0.05486624,0.6733501,0.07160852,0.001590864,0.00135082,0.0003907171,0.02575513],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08490653,"threshold_uncertainty_score":0.449034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0448442994839231,"score_gpt":0.4147266014404645,"score_spread":0.3698823019565414,"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."}}