{"id":"W4282002504","doi":"10.1136/bmjgast-2022-000929","title":"Regional variations and associations between colonoscopy resource availability and colonoscopy utilisation: a population-based descriptive study in Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"BMJ Open Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; Queen's University; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Colonoscopy; Medicine; Descriptive research; Population; Descriptive statistics; Resource (disambiguation); General surgery; Environmental health; Internal medicine; Colorectal cancer; Computer science; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007054651,0.0002539009,0.0003875001,0.001161508,0.001599642,0.0009764117,0.001032397,0.0003132199,0.001274904],"category_scores_gemma":[0.002167832,0.000378572,0.0005847945,0.003692227,0.0008355436,0.0003736786,0.0007310671,0.0003860382,0.0001419335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01719938,"about_ca_system_score_gemma":0.0164874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9903378,"about_ca_topic_score_gemma":0.9944422,"domain_scores_codex":[0.9989096,0.00008433854,0.0001010441,0.0002211967,0.000413783,0.0002699863],"domain_scores_gemma":[0.9977009,0.000170265,0.0008582573,0.00008890912,0.0007803321,0.0004014263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002576105,0.00001039128,0.997352,0.00003639111,0.0000487723,0.00006505235,0.0008045197,0.00007162286,0.0001489312,0.0000282673,0.0004218251,0.0009863449],"study_design_scores_gemma":[0.000002544233,0.00001053784,0.9989794,0.00001571659,0.00001388711,0.00003596634,0.000582182,0.0001032596,0.00001402454,0.00000639061,0.000231523,0.000004552908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938067,0.0005996914,0.000183775,0.0002111009,0.000004664009,0.0000434941,0.00394207,0.00001399377,0.001194564],"genre_scores_gemma":[0.9984953,0.0002249281,0.0001437511,0.00004246709,0.000002714038,0.00001558723,0.0007994808,0.000004081196,0.0002716405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01719938,"threshold_uncertainty_score":0.1247908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05736723839136942,"score_gpt":0.3189582793505591,"score_spread":0.2615910409591897,"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."}}