{"id":"W6925491914","doi":"10.17863/cam.116331","title":"Barriers and Facilitators to Delivering Multifactorial Risk Assessment and Communication for Personalized Breast Cancer Screening: A Qualitative Study Exploring Implementation in Canada.","year":2025,"lang":"en","type":"article","venue":"Apollo (University of Cambridge)","topic":"Cancer and biochemical research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cancer Research UK","keywords":"Risk assessment; Focus group; Thematic analysis; Breast cancer; Qualitative research; Risk management tools; Population; Risk factor; Data collection","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002135082,0.00006614449,0.0001137509,0.00005683925,0.0001175067,0.00000777052,0.00008593765,0.00002217054,0.000005575561],"category_scores_gemma":[0.00003058356,0.0000805728,0.00002155914,0.00009622832,0.00004957836,0.00001156907,0.0001435079,0.00005306805,1.474432e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001841579,"about_ca_system_score_gemma":0.0004251424,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7967529,"about_ca_topic_score_gemma":0.7662385,"domain_scores_codex":[0.9994051,0.00009750695,0.00008185791,0.000193119,0.0001032141,0.0001192426],"domain_scores_gemma":[0.9996393,0.00005335974,0.00003764135,0.00009277824,0.0000975098,0.00007940474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003717242,0.00005703758,0.7673553,0.0001402051,0.0005618079,0.000001792786,0.02669116,0.00005850955,0.1078064,0.0002282875,0.001245222,0.09213705],"study_design_scores_gemma":[0.00411712,0.0001525931,0.593367,0.00003955325,0.00004956857,2.514281e-7,0.3963167,0.0002282565,0.004276037,0.000005532453,0.00129428,0.000153051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969267,0.0001188476,0.001635218,0.0003009281,0.00002747527,0.0004104246,0.0005672681,0.000001675127,0.00001146485],"genre_scores_gemma":[0.9990889,0.0002636118,0.0005298512,0.00001785368,0.00000791622,0.00001283297,0.00003237041,0.0000030077,0.00004358708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3696256,"threshold_uncertainty_score":0.3285663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0250249436178328,"score_gpt":0.3621564546971279,"score_spread":0.3371315110792951,"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."}}