{"id":"W4309488916","doi":"10.1016/s0959-8049(22)01365-x","title":"Breast Cancer Whole Blood Screening: Analytical and Clinical Performance from Early Analysis of the International Identify Breast Cancer (IDBC) Study","year":2022,"lang":"en","type":"article","venue":"European Journal of Cancer","topic":"Nutrition, Genetics, and Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Alberta Cancer Foundation; Alberta Health Services","funders":"","keywords":"Medicine; Breast cancer; Mammography; Internal medicine; Cancer; Oncology; Blood test; Confidence interval; Asymptomatic; Breast imaging; Breast cancer screening; Gynecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005933395,0.000133808,0.0002682348,0.0001076905,0.0001370571,0.00004712592,0.0005367551,0.00002240507,0.0005056589],"category_scores_gemma":[0.00001887735,0.0001064911,0.000307816,0.0002525607,0.0001387813,0.00001358322,0.0003482308,0.0002378971,4.175237e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002775283,"about_ca_system_score_gemma":0.0001739844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002871359,"about_ca_topic_score_gemma":0.0002136004,"domain_scores_codex":[0.9980861,0.0003799606,0.0006051773,0.0002714123,0.0005111792,0.0001461532],"domain_scores_gemma":[0.9986993,0.00001625613,0.0004918983,0.000257272,0.0003867837,0.0001484888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007268632,0.0004306145,0.9802517,0.000004649169,0.003444055,0.00001629866,0.0001289543,0.001799863,0.00355613,6.285416e-7,0.001445871,0.00819434],"study_design_scores_gemma":[0.00205172,0.0002207089,0.9917112,0.00003140543,0.00255036,0.0000225512,0.0002614828,0.0003704504,0.0002765189,0.000001792302,0.002377607,0.0001241863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938874,0.002957101,0.00003435681,0.0009575446,0.0005569182,0.00008405354,0.001451545,0.000002201717,0.00006892761],"genre_scores_gemma":[0.9968736,0.001494988,0.00002915802,0.0002897228,0.001005829,0.000006034665,0.0000161367,0.00002149667,0.0002630556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01145949,"threshold_uncertainty_score":0.553661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01854039374538762,"score_gpt":0.3134527153798365,"score_spread":0.2949123216344489,"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."}}