{"id":"W3016733568","doi":"10.1055/s-0040-1710145","title":"Better Safe than Sorry: Interventional Radiology Should Be Prepared for the Coronavirus Disease 2019 Pandemic","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Interventional Radiology ISVIR","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Transmission (telecommunications); Quarter (Canadian coin); Coronavirus; Disease; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Pneumonia; 2019-20 coronavirus outbreak; Intensive care medicine; Medical emergency; Family medicine; Virology; Infectious disease (medical specialty); History; Computer science; Pathology; Internal medicine; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006635667,0.0007983525,0.000734505,0.001168054,0.00622502,0.009795658,0.001644541,0.01395006,0.03611372],"category_scores_gemma":[0.04649905,0.0004922947,0.00105194,0.0005114809,0.003633932,0.008764581,0.005667027,0.01644852,0.01346776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002073382,"about_ca_system_score_gemma":0.01037638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003462275,"about_ca_topic_score_gemma":0.008649602,"domain_scores_codex":[0.9931378,0.00310678,0.0004627329,0.0004876839,0.001554467,0.001250483],"domain_scores_gemma":[0.9778104,0.004332536,0.002277168,0.000956424,0.005003543,0.009619921],"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":[0.0001720599,0.0006653523,0.01241912,0.0006665902,0.0001122814,0.001586668,0.002737452,0.0002722693,0.001645767,0.01011668,0.8067724,0.1628333],"study_design_scores_gemma":[0.0001055692,0.000544426,0.02518549,0.00431154,0.0001286808,0.003679056,0.02193095,0.0002887998,0.001674725,0.03675275,0.9050914,0.0003067089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004949156,0.006880232,0.002663654,0.9476796,0.01547457,0.00005800234,0.00009767638,0.0004535459,0.02174356],"genre_scores_gemma":[0.1890584,0.03569384,0.03190938,0.6597584,0.04006475,0.0003286852,0.0005887393,0.0006037225,0.04199417],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03611372,"threshold_uncertainty_score":0.1208124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4463667795832629,"score_gpt":0.5581314350524657,"score_spread":0.1117646554692027,"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."}}