{"id":"W4381617421","doi":"10.3390/jpm13071027","title":"Canadian Healthcare Professionals’ Views and Attitudes toward Risk-Stratified Breast Cancer Screening","year":2023,"lang":"en","type":"article","venue":"Journal of Personalized Medicine","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; Ministère de la Santé et des Services Sociaux (Québec); University of Toronto; McGill University; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Université Laval","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Medicine; Family medicine; Health care; Health professionals; Breast cancer; Risk assessment; Stratified sampling; Breast cancer screening; Cancer screening; Risk perception; Nursing; Cancer; Mammography; Psychology; Pathology; Internal medicine","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":[0.003048306,0.0002129385,0.0002663684,0.001424963,0.005353346,0.002295648,0.0006266115,0.0007467609,0.003184143],"category_scores_gemma":[0.01235941,0.0003004949,0.0004095743,0.002303325,0.001797848,0.0004984195,0.0009815473,0.0009041822,0.0002018661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0231051,"about_ca_system_score_gemma":0.03478946,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9792528,"about_ca_topic_score_gemma":0.9808465,"domain_scores_codex":[0.9956238,0.000786523,0.0002175501,0.0002460885,0.002104813,0.001021312],"domain_scores_gemma":[0.9898061,0.002182168,0.001437712,0.0001579184,0.003442454,0.002973555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000183405,0.0001659298,0.8361256,0.0002649443,0.00005571894,0.0006343946,0.111474,0.0001830503,0.0007128465,0.001001574,0.009884202,0.03931441],"study_design_scores_gemma":[0.00004319307,0.0001699904,0.8562979,0.0004140981,0.00006037299,0.0004723311,0.123217,0.000501477,0.0002611577,0.0002215898,0.01823849,0.0001024239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757239,0.001035851,0.0001665226,0.007462649,0.00005229351,0.000062271,0.0004147732,0.000009155291,0.01507254],"genre_scores_gemma":[0.9957774,0.001081575,0.0002202036,0.001483954,0.00001520231,0.00001684915,0.0001506221,0.000003217711,0.001250978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0231051,"threshold_uncertainty_score":0.16764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1506139950001308,"score_gpt":0.4345244761405873,"score_spread":0.2839104811404566,"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."}}