{"id":"W2522417473","doi":"10.1016/j.jvir.2016.04.010","title":"Choose Wisely: Choose IR","year":2016,"lang":"en","type":"letter","venue":"Journal of Vascular and Interventional Radiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University Medical Centre","funders":"","keywords":"Staffing; Medicine; Scopus; Interventional radiology; Position statement; Radiology; Suite; Library science; MEDLINE; Family medicine; Nursing; Computer science; Law; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.003213856,0.0009439047,0.00137419,0.00099895,0.008367454,0.008919372,0.0014659,0.05299698,0.0291506],"category_scores_gemma":[0.03624513,0.0007030847,0.001349812,0.0006692302,0.004851311,0.006548925,0.003659215,0.05791469,0.01612552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004376777,"about_ca_system_score_gemma":0.006871975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002472828,"about_ca_topic_score_gemma":0.006182545,"domain_scores_codex":[0.9957269,0.00105156,0.0004376349,0.0004322184,0.001347475,0.001004206],"domain_scores_gemma":[0.9911557,0.002705155,0.0005561724,0.0002696785,0.001292808,0.004020362],"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":[0.00003372163,0.00008582262,0.001185214,0.00003999329,0.00001848135,0.004168737,0.0002643553,0.00006381751,0.0001509146,0.00605088,0.9753661,0.01257198],"study_design_scores_gemma":[0.0001361474,0.0001033219,0.001437573,0.000754056,0.00004362154,0.0123121,0.002523437,0.0006740981,0.0002845982,0.03509445,0.9464809,0.0001556672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0003740851,0.0007227802,0.0001254047,0.9733672,0.01586145,0.00001218328,0.00001583931,0.00002453528,0.00949655],"genre_scores_gemma":[0.006276257,0.001023167,0.0003285093,0.9252397,0.04017363,0.00003681802,0.0000190541,0.00004082884,0.02686204],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05299698,"threshold_uncertainty_score":0.0975185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01409371489106644,"score_gpt":0.2736983409746623,"score_spread":0.2596046260835959,"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."}}