{"id":"W4400286830","doi":"10.3138/cim-2024-2655","title":"Recommendations for Recovery of the COVID-19 Pandemic-related Diagnostic, Screening, and Procedure Backlog in Ontario: A Survey of Healthcare Leaders","year":2024,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Women's College Hospital; University of Toronto","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Health care; Medicine; Virology; Economic growth; Pathology; Economics; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01537104,0.0003164994,0.0004146978,0.001432589,0.006902433,0.002531293,0.001722014,0.001336106,0.003917338],"category_scores_gemma":[0.03745222,0.0005705123,0.0006981186,0.002188814,0.001816677,0.001592305,0.002323139,0.001849047,0.0004770601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06275937,"about_ca_system_score_gemma":0.2363338,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9118197,"about_ca_topic_score_gemma":0.9613262,"domain_scores_codex":[0.9893647,0.002655277,0.001124598,0.0003907423,0.004152543,0.002312056],"domain_scores_gemma":[0.9546118,0.006992905,0.006788397,0.0006499163,0.0193054,0.0116516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002640177,0.0004475915,0.6000615,0.00358573,0.0001043139,0.001003131,0.07443579,0.0006902496,0.002606109,0.001361057,0.2003586,0.115082],"study_design_scores_gemma":[0.0001888658,0.0003345702,0.7009577,0.003403292,0.0001020156,0.0001884032,0.1278414,0.001396307,0.0006099665,0.0005885586,0.1641967,0.0001921488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6703955,0.005577458,0.002794037,0.263574,0.0009061514,0.004963974,0.00639339,0.0003536376,0.04504182],"genre_scores_gemma":[0.9552596,0.006115584,0.01125079,0.01692023,0.0001669375,0.001815704,0.001965744,0.00006182228,0.00644363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0881803,"threshold_uncertainty_score":0.4553532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5564328633011928,"score_gpt":0.490818673552102,"score_spread":0.06561418974909078,"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."}}