{"id":"W2904268248","doi":"10.1007/s00268-018-04897-6","title":"Global Disparities in Breast Cancer Genetics Testing, Counselling and Management","year":2019,"lang":"en","type":"review","venue":"World Journal of Surgery","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"National Institute for Health and Care Research","keywords":"Medicine; Breast cancer; Genetic testing; Prophylactic Mastectomy; BRCA mutation; Genetic counseling; Family history; Cancer; Mastectomy; Oncology; Internal medicine; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001319183,0.00009488005,0.0002363126,0.0006490431,0.0004337063,0.0006106669,0.0003796975,0.0004353919,0.005481903],"category_scores_gemma":[0.003742265,0.00008014622,0.0002673046,0.00143199,0.0003776082,0.0005366954,0.001174432,0.0007533937,0.0003519806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001209933,"about_ca_system_score_gemma":0.002243159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03037865,"about_ca_topic_score_gemma":0.03101114,"domain_scores_codex":[0.9989942,0.0002909927,0.00006977667,0.0001374368,0.0002380027,0.000269526],"domain_scores_gemma":[0.9983858,0.0003643084,0.0004089186,0.00007939839,0.0002131253,0.0005484098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009440166,0.0001648089,0.5879012,0.001035121,0.0002061216,0.0006739839,0.003766913,0.0005345093,0.0006233713,0.02724102,0.08881713,0.2889415],"study_design_scores_gemma":[0.00003085787,0.00009990001,0.8694841,0.001812548,0.00008273933,0.001006993,0.005342746,0.0005220089,0.0001510162,0.01501119,0.1064185,0.00003733041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5901493,0.08369256,0.001984809,0.234261,0.00164112,0.0001760711,0.01058031,0.0001361897,0.0773787],"genre_scores_gemma":[0.9615111,0.02045338,0.0007717168,0.01207875,0.0003802399,0.00008183032,0.002644492,0.0000265296,0.002052083],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03037865,"threshold_uncertainty_score":0.06040365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0644090769667488,"score_gpt":0.3349657298414044,"score_spread":0.2705566528746556,"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."}}