{"id":"W4281697235","doi":"10.21203/rs.3.rs-1616868/v1","title":"Screening behaviors, demographics, and stage at diagnosis in the publicly funded Ontario Breast Cancer Screening Program.","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canadian Institutes of Health Research; Cancer Care Ontario","keywords":"Demographics; Breast cancer screening; Breast cancer; Cancer screening; Stage (stratigraphy); Medicine; Family medicine; Cancer; Demography; Mammography; Internal medicine; Biology; Sociology","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":[0.0004863258,0.0001540343,0.0002008187,0.0004862939,0.00092668,0.000422225,0.000496642,0.0002724423,0.001485715],"category_scores_gemma":[0.002236373,0.0002677239,0.0003149414,0.001401671,0.0002826241,0.0002742127,0.0003364952,0.0003363161,0.0001451144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006329251,"about_ca_system_score_gemma":0.007212003,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.945721,"about_ca_topic_score_gemma":0.9733729,"domain_scores_codex":[0.9995942,0.00004873118,0.00002018724,0.00006121162,0.0001543314,0.0001214567],"domain_scores_gemma":[0.9987006,0.0001118651,0.0005429832,0.000045159,0.0002833355,0.0003159316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003493053,0.00001820193,0.9979808,0.0000123955,0.00001404945,0.00001955147,0.0001329074,0.00002095199,0.00003311878,0.000009642737,0.0007247133,0.0009988133],"study_design_scores_gemma":[0.000003441513,0.000009048857,0.9996378,0.000005733944,0.000006528578,0.00001031752,0.00009664438,0.00005473212,0.000005132958,0.000003391714,0.0001660261,0.000001111989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930775,0.0003932069,0.00005157799,0.0003498799,0.000008318844,0.00004511236,0.004580281,0.000007062455,0.001486968],"genre_scores_gemma":[0.9978344,0.0001391722,0.00005198766,0.00005536285,0.000003758446,0.00002063625,0.001293358,0.00000148418,0.0005998507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05427897,"threshold_uncertainty_score":0.1091972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2393448543201134,"score_gpt":0.4723939832919208,"score_spread":0.2330491289718074,"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."}}