{"id":"W4412686179","doi":"10.3389/fsurg.2025.1591265","title":"COVID-related delays in non-urgent adult surgeries: comparing population-based results from two Canadian provinces","year":2025,"lang":"en","type":"article","venue":"Frontiers in Surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; University of Calgary","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Population; MEDLINE; Demography; Environmental health; Virology; Outbreak; Disease; Pathology","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":[0.002100956,0.0007247802,0.0007578618,0.003520793,0.002944565,0.001617408,0.002231543,0.0007275403,0.001956391],"category_scores_gemma":[0.006857251,0.000644636,0.001545924,0.008025739,0.001226525,0.0006605375,0.001760523,0.0008323095,0.0001940612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0549585,"about_ca_system_score_gemma":0.06584252,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.99741,"about_ca_topic_score_gemma":0.9977326,"domain_scores_codex":[0.9967782,0.0001750663,0.0002502064,0.0004501157,0.001071676,0.001274758],"domain_scores_gemma":[0.9929958,0.0004477678,0.001711916,0.0002589654,0.003257319,0.001328273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001166445,0.00002271947,0.9958098,0.00006325057,0.0001229812,0.00005937218,0.0009258031,0.0001709122,0.0001006994,0.00009023533,0.0007217688,0.001795866],"study_design_scores_gemma":[0.000007378478,0.00002238723,0.9978215,0.00002935761,0.00003141215,0.000027614,0.001416132,0.0001707438,0.00002944832,0.00001031318,0.0004225166,0.00001126335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851646,0.0007616835,0.0002218426,0.0003867574,0.00002746672,0.0001098758,0.01050346,0.00002039142,0.002803915],"genre_scores_gemma":[0.9953857,0.0003388226,0.0001836966,0.000117712,0.00000816566,0.00003810457,0.003527168,0.000009382273,0.0003912344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0549585,"threshold_uncertainty_score":0.3987537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02665927795411646,"score_gpt":0.3144398719698113,"score_spread":0.2877805940156948,"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."}}