{"id":"W1969652473","doi":"10.3747/co.19.991","title":"Risk Factors and Early Detection of Breast Cancer: Facts, Questions, and Genome-Based Perspectives","year":2012,"lang":"en","type":"letter","venue":"Current Oncology","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Genome; Computational biology; Bioinformatics; Cancer; Data science; Genetics; Gene; Internal medicine; Biology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004245363,0.0009736745,0.002045258,0.0009632518,0.00157062,0.002188373,0.001895309,0.02420795,0.003950408],"category_scores_gemma":[0.02034349,0.0006390348,0.001185243,0.0008588323,0.002629569,0.004883973,0.001165352,0.02849539,0.00313495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00298816,"about_ca_system_score_gemma":0.002040042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005247762,"about_ca_topic_score_gemma":0.007578672,"domain_scores_codex":[0.9975948,0.0009464101,0.0003060793,0.000281558,0.0006390066,0.0002322215],"domain_scores_gemma":[0.9876058,0.008536303,0.0006236071,0.0003007465,0.002165556,0.0007680167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002425721,0.0001269062,0.003894847,0.0002573938,0.00006327352,0.002713434,0.0001073616,0.0001897119,0.0005473946,0.006000177,0.9240752,0.06178154],"study_design_scores_gemma":[0.0005923635,0.0003784682,0.009516885,0.001650236,0.0002320654,0.01177783,0.0006967627,0.001968642,0.0008013169,0.0411416,0.9310203,0.0002236116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003606425,0.01241682,0.0001252196,0.9773009,0.009015668,0.000003726255,0.00004336084,0.0000189449,0.0007146264],"genre_scores_gemma":[0.007799526,0.03240374,0.0005278123,0.7767808,0.1799473,0.00002344656,0.00008789429,0.00001985012,0.002409577],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02420795,"threshold_uncertainty_score":0.02245188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02609999556412284,"score_gpt":0.3241506272759076,"score_spread":0.2980506317117848,"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."}}