{"id":"W4308432241","doi":"10.12688/f1000research.55004.2","title":"Changes in mammography screening in Ontario and Alberta following national guideline dissemination: an interrupted time series analysis","year":2022,"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","keywords":"Medicine; Mammography; Residence; Demography; Breast cancer; Gerontology; Internal medicine; Cancer","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":[0.002608453,0.0002756299,0.0006959622,0.002890208,0.000121614,0.0001328731,0.0003790719,0.0002094729,0.004632118],"category_scores_gemma":[0.000535323,0.0002932848,0.0001935125,0.002185605,0.00008705003,0.0002494125,0.00111192,0.001551785,0.00000342444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000748446,"about_ca_system_score_gemma":0.000624202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2142594,"about_ca_topic_score_gemma":0.8338051,"domain_scores_codex":[0.9962183,0.0002493888,0.0006026948,0.0008014151,0.001647074,0.0004811133],"domain_scores_gemma":[0.9987248,0.0002173585,0.0001138225,0.0004041251,0.0003355793,0.0002043552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005506692,0.0000902479,0.9891793,0.00004970132,0.0004979108,0.0003130055,0.002375952,0.001219901,0.0001791338,0.00003992877,0.00098354,0.004520756],"study_design_scores_gemma":[0.0007954067,0.0003221395,0.9733337,0.0005660068,0.0002511448,0.00002130582,0.00197206,0.01318144,0.0000539775,0.0003654831,0.008762215,0.0003750816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839565,0.0007705113,0.000121835,0.005948011,0.00008945223,0.000838646,0.00005924415,0.0000424799,0.008173294],"genre_scores_gemma":[0.9799978,0.0001745803,0.005835744,0.0003647371,0.0001348498,0.000381042,0.004469567,0.00004663723,0.008595074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6195458,"threshold_uncertainty_score":0.9999519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1008871506592863,"score_gpt":0.4253931799368009,"score_spread":0.3245060292775146,"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."}}