{"id":"W7082627165","doi":"10.2139/ssrn.5508484","title":"Canadian Women’s Attitudes Toward Receiving Personalized Breast Cancer Risk Information: Insights from the PERSPECTIVE I&amp;I Project","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; McGill University; Université Laval","funders":"","keywords":"Risk perception; Breast cancer; Perspective (graphical); Disadvantage; Risk assessment; Breast cancer screening; Multinomial logistic regression; Educational attainment","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003361482,0.0002380074,0.0002882924,0.001378906,0.009167271,0.003908264,0.001113005,0.001301127,0.009369498],"category_scores_gemma":[0.01315981,0.0003623673,0.0003816175,0.003999025,0.00247342,0.0008632491,0.001790032,0.00224318,0.0005450285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04160456,"about_ca_system_score_gemma":0.06404908,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.992422,"about_ca_topic_score_gemma":0.9945314,"domain_scores_codex":[0.997159,0.0005420293,0.00007364082,0.0001816035,0.001246699,0.0007970019],"domain_scores_gemma":[0.9898382,0.002757658,0.001306218,0.0002264487,0.002721434,0.003150008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006312524,0.0004998785,0.691512,0.0001382276,0.00008154795,0.0004776149,0.214927,0.0003797557,0.0006361846,0.00691097,0.02902553,0.05478009],"study_design_scores_gemma":[0.00008113983,0.0001745841,0.6744871,0.0002406376,0.00008105051,0.0001295815,0.272435,0.000527201,0.0002933899,0.0007910222,0.05063194,0.0001275063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9521097,0.0007076546,0.0001440487,0.01400898,0.00005848349,0.00007530621,0.001240171,0.00001047918,0.03164531],"genre_scores_gemma":[0.9892637,0.0008986883,0.0001840715,0.002111522,0.00001566846,0.00003207558,0.0004125768,0.00001186317,0.007069917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04160456,"threshold_uncertainty_score":0.3018637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01243064895250335,"score_gpt":0.2536039308079853,"score_spread":0.2411732818554819,"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."}}