{"id":"W3201549224","doi":"10.52532/2663-4864-2020-4-58-29-35","title":"Epigenetic markers-based breast cancerearly detection method development","year":2020,"lang":"en","type":"article","venue":"Oncologia i radiologia Kazakhstana","topic":"Epigenetics and DNA Methylation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Breast cancer; DNA methylation; Epigenetics; CpG site; Cancer; Methylation; Biology; Oncology; Population; Carcinogenesis; Cancer research; Medicine; Internal medicine; Genetics; Gene; Gene expression","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":[0.003974429,0.001055947,0.0009536585,0.002330901,0.0004901318,0.001761675,0.001242512,0.001013808,0.007169438],"category_scores_gemma":[0.009529202,0.0004390173,0.0009532742,0.001369278,0.000429385,0.0007766752,0.001461703,0.001288925,0.004958077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007663377,"about_ca_system_score_gemma":0.001174239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001958661,"about_ca_topic_score_gemma":0.002680112,"domain_scores_codex":[0.9969073,0.0006673927,0.0002052677,0.001048739,0.001000814,0.0001706012],"domain_scores_gemma":[0.9978049,0.0007611783,0.0003176295,0.0002216169,0.0008108047,0.00008398626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001330018,0.0003288442,0.07323673,0.002908699,0.0005865424,0.0004939196,0.0003391265,0.007172342,0.1451904,0.00375518,0.02208272,0.7425755],"study_design_scores_gemma":[0.0003262,0.001271417,0.09051002,0.001005825,0.001299842,0.003596388,0.0004505486,0.2018846,0.4921208,0.01505436,0.1921622,0.0003178181],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06745961,0.01904739,0.8744626,0.001991978,0.0008854106,0.001493437,0.01048181,0.01400999,0.01016779],"genre_scores_gemma":[0.37722,0.007527236,0.5791184,0.002455612,0.0005630676,0.003345882,0.01606259,0.0009509022,0.01275629],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007169438,"threshold_uncertainty_score":0.02398413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767768941366692,"score_gpt":0.2719642773445383,"score_spread":0.2542865879308714,"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."}}