{"id":"W4414126761","doi":"10.1503/cjs.008424","title":"Genetic literacy among surgeons who manage patients with cancer: a national survey of knowledge, perceptions, attitudes, and barriers","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital","funders":"","keywords":"Psychological intervention; Literacy; Genetic testing; Health literacy; MEDLINE; Genetic counseling","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001560408,0.0001502066,0.0002733524,0.001047396,0.001777028,0.0008864838,0.0005220855,0.0003587985,0.002218106],"category_scores_gemma":[0.005951614,0.0002404252,0.000306084,0.002228158,0.0007335495,0.0004807631,0.0009707378,0.0007225485,0.0002593209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009365392,"about_ca_system_score_gemma":0.02077566,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8872297,"about_ca_topic_score_gemma":0.9232641,"domain_scores_codex":[0.9985799,0.0001757798,0.0001637157,0.000105524,0.0005553723,0.00041987],"domain_scores_gemma":[0.9947971,0.0006976548,0.001258072,0.00007397209,0.001741675,0.001431496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003220808,0.00007397048,0.9826965,0.0001472456,0.00001840925,0.0001238723,0.006884363,0.00003904574,0.0001671498,0.00003772548,0.002288172,0.007491294],"study_design_scores_gemma":[0.000008164339,0.0000749223,0.9834893,0.0001163098,0.00001116436,0.000121937,0.0140755,0.0001019313,0.00004783033,0.00002128486,0.001919881,0.00001171263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934037,0.0004469549,0.00007145329,0.001081716,0.00001075395,0.0001251586,0.002036343,0.00000643417,0.002817459],"genre_scores_gemma":[0.9964508,0.0008319498,0.000325424,0.0006959429,0.00001053604,0.00009481169,0.001024019,0.000003527065,0.0005629962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8872297,"threshold_uncertainty_score":0.2268687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01102198606893272,"score_gpt":0.2674095142722881,"score_spread":0.2563875282033554,"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."}}