{"id":"W2954989519","doi":"10.3747/co.26.4709","title":"Measuring Colposcopy Quality in Canada: Development of Population-Based Indicators","year":2019,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Government of New Brunswick; Cancer Care Ontario; Alberta Health Services; Université de Montréal; University of Ottawa; Research Institute in Oncology and Hematology; Canadian Partnership Against Cancer; University of Manitoba; CancerCare Manitoba","funders":"Public Health Agency of Canada","keywords":"Colposcopy; Medicine; Cervical cancer; Population; Referral; Obstetrics; Gynecology; Cervical screening; Cancer; Family medicine; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0222078,0.00088383,0.001073393,0.01560504,0.001940139,0.00380675,0.001994658,0.0005117847,0.0007663713],"category_scores_gemma":[0.052361,0.0004665716,0.001581898,0.02736307,0.0009631449,0.001411108,0.002554806,0.001174628,0.00009570743],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07501872,"about_ca_system_score_gemma":0.1806573,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9516192,"about_ca_topic_score_gemma":0.9584654,"domain_scores_codex":[0.9848972,0.002349087,0.001830711,0.0008713442,0.009251551,0.0007999658],"domain_scores_gemma":[0.9352451,0.0056494,0.006968575,0.0009281478,0.04852996,0.002678758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009254272,0.0001106223,0.8626902,0.002956526,0.0005997829,0.00005550617,0.001461415,0.005107464,0.0002307252,0.002449778,0.007687522,0.1165579],"study_design_scores_gemma":[0.00002910076,0.0001521812,0.9748275,0.001231425,0.0003682786,0.00003800196,0.001421168,0.009692791,0.0005036665,0.000878779,0.01079378,0.00006328361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6608832,0.03419795,0.08656128,0.01299472,0.0004514465,0.01387906,0.134841,0.001465625,0.05472575],"genre_scores_gemma":[0.8501909,0.009603853,0.1141145,0.000448103,0.00004863001,0.003076324,0.02140308,0.00006146642,0.001053124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9249813,"threshold_uncertainty_score":0.5443015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2085264428217806,"score_gpt":0.4560161146234147,"score_spread":0.2474896718016341,"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."}}