{"id":"W4200108513","doi":"10.2196/preprints.35584","title":"A Canadian Weekend Elective Pediatric Surgery Program to Reduce the COVID-19–Related Backlog: Operating Room Ramp-Up After COVID-19 Lockdown Ends—Extra Lists (ORRACLE-Xtra) Implementation Study (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Medical emergency; Family medicine; Internal medicine","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":[0.003947193,0.0008342325,0.0004519146,0.0005336476,0.003786735,0.00130493,0.002827809,0.0008400565,0.003969878],"category_scores_gemma":[0.00623055,0.0004615601,0.001000167,0.0009954637,0.00124445,0.0008517096,0.001865346,0.002023658,0.0002850395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0429011,"about_ca_system_score_gemma":0.1711221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9235896,"about_ca_topic_score_gemma":0.9653062,"domain_scores_codex":[0.9957492,0.0009783254,0.0001291373,0.0003619881,0.0009705934,0.00181062],"domain_scores_gemma":[0.9908288,0.0004926801,0.0008754624,0.000249118,0.00157212,0.005981839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01544847,0.09192653,0.3609122,0.001992127,0.0009606345,0.001043861,0.01572241,0.006287328,0.01073056,0.002955667,0.06394783,0.4280724],"study_design_scores_gemma":[0.00567641,0.03141602,0.9272869,0.0003434556,0.0002636422,0.00009893288,0.008969452,0.00333124,0.001824864,0.0001671313,0.02044266,0.000179326],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855159,0.0002013735,0.000814174,0.002507962,0.0001182125,0.005121719,0.00140424,0.0001299227,0.004186491],"genre_scores_gemma":[0.9722901,0.0006163408,0.01130217,0.004452868,0.0001019978,0.00419246,0.001974629,0.00006276558,0.005006726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07641035,"threshold_uncertainty_score":0.3112707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08192269622975162,"score_gpt":0.4361690043283304,"score_spread":0.3542463080985788,"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."}}