{"id":"W3112726372","doi":"10.1053/j.gastro.2020.11.048","title":"Estimating the Backlog of Colonoscopy due to Coronavirus Disease 2019 and Comparing Strategies to Recover in Ontario, Canada","year":2020,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa; Health Sciences Centre; Public Health Ontario; University of Toronto; Cancer Care Ontario; Sunnybrook Health Science Centre","funders":"Cancer Care Ontario","keywords":"Colonoscopy; Medicine; Colorectal cancer; Pandemic; Health care; Coronavirus disease 2019 (COVID-19); Family medicine; Colorectal cancer screening; Cancer; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000605292,0.00007678068,0.0002267529,0.00002947401,0.00002601635,0.000008046055,0.000054203,0.00001759896,0.00003479277],"category_scores_gemma":[0.00004660997,0.0000642738,0.00001585581,0.00006499595,0.00002528388,0.00002606932,0.00006841999,0.0001566975,0.000001456755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000143627,"about_ca_system_score_gemma":0.0002605089,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8274235,"about_ca_topic_score_gemma":0.9903926,"domain_scores_codex":[0.9993694,0.00003586009,0.0001661758,0.0001723578,0.00008205054,0.0001741452],"domain_scores_gemma":[0.9996381,0.00002692551,0.00004074669,0.00008978933,0.00002383669,0.0001806214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02366261,0.00001376238,0.9639491,0.00002658308,0.00001954648,0.00004696107,0.0007956596,0.009744827,0.0003673649,0.000004355832,0.0009327271,0.0004364461],"study_design_scores_gemma":[0.0006807375,0.003962716,0.9901275,0.00004331429,0.00002151325,0.00002475463,0.0001542521,0.004560639,0.00005351872,0.000008770713,0.0003281967,0.00003406215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938214,0.0000231577,0.001793072,0.003854363,0.0001556022,0.0002498587,0.000008001824,0.000009418079,0.00008513444],"genre_scores_gemma":[0.9959753,3.629555e-7,0.001097568,0.002846014,0.00003595876,0.00001846473,0.000005636935,0.000005578266,0.00001517038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1629691,"threshold_uncertainty_score":0.262101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02924183947476021,"score_gpt":0.274080483594193,"score_spread":0.2448386441194328,"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."}}