{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001583919,0.0002132885,0.0007525466,0.0004657942,0.0002232647,0.00001693403,0.0001356501,0.0001278946,0.0007744888],"category_scores_gemma":[0.0003137064,0.0001419204,0.0001325039,0.0005902634,0.0001732472,0.0001691158,0.00002656577,0.0006837861,0.000007810205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003166239,"about_ca_system_score_gemma":0.001373242,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05820929,"about_ca_topic_score_gemma":0.03098683,"domain_scores_codex":[0.9976045,0.0001266707,0.0006628685,0.0002284698,0.0009129077,0.0004646235],"domain_scores_gemma":[0.9975794,0.0001191939,0.0004736792,0.0001381218,0.0006043611,0.00108527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001602563,0.00004362134,0.8175587,0.0006863418,0.0005005975,0.001542926,0.008439766,0.00001542846,0.001575366,0.0002026233,0.1021915,0.06564061],"study_design_scores_gemma":[0.004906818,0.0006782922,0.9470984,0.006986315,0.0004311168,0.002591527,0.01031421,0.0001770411,0.00003584139,0.0001239517,0.02644557,0.0002109095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7333931,0.02507204,0.0001067672,0.2396922,0.000728166,0.0004148286,0.0001112905,0.00004346776,0.0004381785],"genre_scores_gemma":[0.9828527,0.006981545,0.000907316,0.006254317,0.001710067,0.00001281596,0.00002039682,0.00002770459,0.001233157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2494596,"threshold_uncertainty_score":0.9866951,"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."}}