{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01828662,0.0004846049,0.0007115934,0.001445777,0.01481655,0.003967929,0.002310269,0.001630793,0.002831889],"category_scores_gemma":[0.03046509,0.0007782436,0.0005246509,0.002108844,0.00605324,0.001983372,0.004380126,0.002290606,0.0002112777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05202224,"about_ca_system_score_gemma":0.1185019,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8168916,"about_ca_topic_score_gemma":0.8552162,"domain_scores_codex":[0.9875825,0.006876381,0.0004415629,0.0007715311,0.001451665,0.002876236],"domain_scores_gemma":[0.964155,0.02227918,0.002447656,0.0006551348,0.005194115,0.005268938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005737136,0.00009708106,0.01054206,0.0002014828,0.000006261509,0.0003925511,0.9790559,0.00006168741,0.000556486,0.0005308582,0.0005576074,0.007940549],"study_design_scores_gemma":[0.00001380273,0.00009176154,0.008697197,0.0002437781,0.00001036428,0.00007715035,0.9842982,0.0001890439,0.0003338499,0.0001593917,0.005852901,0.00003258391],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884499,0.0005684751,0.002139861,0.004242094,0.00004093665,0.0008031607,0.0002862335,0.00003316492,0.003436246],"genre_scores_gemma":[0.9934756,0.0005841889,0.002368139,0.0009455102,0.000006136542,0.0004876578,0.00006447564,0.00002225182,0.002046006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1831084,"threshold_uncertainty_score":0.3774496,"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."}}