{"id":"W3028173700","doi":"10.1503/cmaj.1095870","title":"Surgery backlog crisis looming","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Looming; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus Infections; Medicine; Pandemic; Medical emergency; Operating theatres; Health care; Surgery; General surgery; Disease; Political science; Psychology; Infectious disease (medical specialty); Virology; Pathology; Outbreak; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.003374267,0.0006497558,0.0007151854,0.001711461,0.01063445,0.007448831,0.00140363,0.006488632,0.05741522],"category_scores_gemma":[0.01269851,0.0003587122,0.0007441073,0.001823133,0.004290662,0.004015445,0.004177411,0.01654386,0.008716562],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02115172,"about_ca_system_score_gemma":0.06487399,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3861162,"about_ca_topic_score_gemma":0.6496925,"domain_scores_codex":[0.9957854,0.0002780564,0.0002082993,0.0002853866,0.002119114,0.001323672],"domain_scores_gemma":[0.9691196,0.001290088,0.001141698,0.0002618757,0.006219912,0.02196691],"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":[0.00002935239,0.00002531068,0.002324287,0.000121995,0.00001266306,0.0002898339,0.0005623453,0.00004197596,0.000108454,0.003694923,0.973639,0.01914991],"study_design_scores_gemma":[0.00004387166,0.00007558276,0.01840733,0.001276163,0.00002785593,0.0007724391,0.009412551,0.0002258745,0.0001053718,0.004797867,0.9647713,0.00008390938],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004547692,0.009166191,0.0002596491,0.9466666,0.01452985,0.00001653911,0.0009106742,0.0002065764,0.02369616],"genre_scores_gemma":[0.1320056,0.04798177,0.001313685,0.7396033,0.02839835,0.00005315525,0.002965934,0.0003437548,0.04733436],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9788483,"threshold_uncertainty_score":0.7677375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01457166841790159,"score_gpt":0.2351174592837856,"score_spread":0.220545790865884,"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."}}