{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002613377,0.0007380487,0.0006978402,0.001320304,0.00050732,0.00114143,0.0005660167,0.0008037783,0.0008878735],"category_scores_gemma":[0.005342934,0.0003298627,0.0005334434,0.001432262,0.0002772929,0.0004776492,0.0008969154,0.0007077729,0.0003910167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003738122,"about_ca_system_score_gemma":0.0003847866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007040389,"about_ca_topic_score_gemma":0.005619027,"domain_scores_codex":[0.9989066,0.0004504432,0.00007854696,0.000184785,0.0002423497,0.0001372612],"domain_scores_gemma":[0.9981539,0.0004643945,0.0004269771,0.0002584184,0.0003741219,0.0003222743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001454883,0.0001157534,0.993216,0.00001558401,0.0001554069,0.00004410047,0.00006245987,0.0001536247,0.0006090983,0.0000444363,0.0004782769,0.003650387],"study_design_scores_gemma":[0.00003425348,0.0001973825,0.9983702,0.000006125184,0.0001178574,0.0001204706,0.00005816336,0.0003502135,0.0002531455,0.00004965363,0.0004365572,0.000005992151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950713,0.0008547239,0.0002844296,0.0001312818,0.00002839565,0.00002554189,0.001926426,0.00001930612,0.001658674],"genre_scores_gemma":[0.9968237,0.0002205782,0.0002372252,0.00006243032,0.00002442141,0.00001283434,0.002095813,0.000008784691,0.0005141654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007040389,"threshold_uncertainty_score":0.01399881,"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."}}