{"id":"W3205025659","doi":"10.12688/f1000research.55004.1","title":"Changes in mammography screening in Ontario and Alberta following national guideline dissemination: an interrupted time series analysis","year":2021,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Ottawa Hospital; McMaster University; University of Calgary; University of Ottawa; University of Guelph; St. Joseph’s Healthcare Hamilton; Public Health Ontario; University of Toronto; University of Alberta; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; University of Ottawa","keywords":"Medicine; Guideline; Task force; Mammography screening; Mammography; Family medicine; Preventive care; Breast cancer screening; Breast cancer; Open peer review; Screening mammography; Health care; Gerontology; Plant biology; Cancer; Internal medicine; Pathology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001996875,0.0002814109,0.0007617664,0.002239022,0.00007608076,0.0002222922,0.0002886717,0.0003000314,0.001587346],"category_scores_gemma":[0.0006954861,0.0002938836,0.0002048269,0.002060913,0.00009046164,0.0003116444,0.0007546982,0.001250267,0.000003000524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005017737,"about_ca_system_score_gemma":0.000748931,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2013475,"about_ca_topic_score_gemma":0.910822,"domain_scores_codex":[0.996501,0.0002129901,0.0006064138,0.0008217514,0.001383169,0.0004746268],"domain_scores_gemma":[0.9984561,0.0001964875,0.0001010599,0.0004052625,0.0006174069,0.0002237147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003480894,0.00009361031,0.9881909,0.00006755246,0.0006071499,0.0004963724,0.002755411,0.0005808565,0.0004907913,0.00001870805,0.0004773629,0.005873134],"study_design_scores_gemma":[0.0007264228,0.0001836237,0.9798227,0.001479266,0.0002656465,0.00002909753,0.002224603,0.01288003,0.0002128108,0.0001457748,0.001675395,0.0003546222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892878,0.0009862724,0.0002400974,0.004752356,0.00006832763,0.0005566399,0.00002288965,0.00002991167,0.004055739],"genre_scores_gemma":[0.9833295,0.0001965246,0.008494541,0.0002811119,0.000125651,0.0001504134,0.003439183,0.00003431821,0.003948754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7094745,"threshold_uncertainty_score":0.9999513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09611127332560515,"score_gpt":0.4179249425127,"score_spread":0.3218136691870948,"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."}}