{"id":"W1975348342","doi":"10.1373/clinchem.2014.226571","title":"Chromosomal Instability in Cell-Free DNA Is a Serum Biomarker for Prostate Cancer","year":2014,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Public Health Ontario; Women's College Hospital; University of Toronto","funders":"","keywords":"Prostate cancer; Cell-free fetal DNA; Prostatitis; Prostate; Biomarker; Cancer; Hyperplasia; Copy-number variation; DNA sequencing; Medicine; Biology; Internal medicine; Oncology; DNA; Gene; Genome; 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":[0.002811815,0.0008073801,0.0006742812,0.001907153,0.0002628423,0.0009824468,0.0004495845,0.0007369245,0.0006348057],"category_scores_gemma":[0.007788573,0.0001967806,0.0004783572,0.001100984,0.0005459166,0.0003318618,0.000459476,0.0005743338,0.0003297737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005319777,"about_ca_system_score_gemma":0.0003611956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001217727,"about_ca_topic_score_gemma":0.001323724,"domain_scores_codex":[0.9981424,0.0005518874,0.0001289243,0.0004420711,0.0006535369,0.00008117973],"domain_scores_gemma":[0.995407,0.0022445,0.00127921,0.0002574763,0.000630231,0.0001817256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001518645,0.0001219008,0.9025122,0.0002079442,0.0005068413,0.0001392814,0.000121183,0.008499255,0.05682942,0.0001404617,0.0003055154,0.02909735],"study_design_scores_gemma":[0.00004699734,0.001809911,0.807519,0.00010088,0.000556044,0.002001757,0.0001109647,0.1183933,0.06626766,0.001287388,0.001837955,0.00006819278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977517,0.00232338,0.01857175,0.000123841,0.00003735343,0.00004950881,0.0005006201,0.0002038976,0.0006725519],"genre_scores_gemma":[0.9939629,0.0001808006,0.005148852,0.00003714539,0.00001836333,0.00001964983,0.0004516474,0.000007229477,0.0001733718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002811815,"threshold_uncertainty_score":0.01487052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02123164939470856,"score_gpt":0.318618611600907,"score_spread":0.2973869622061984,"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."}}