{"id":"W4398180966","doi":"10.3389/fonc.2024.1398196","title":"Status of breast cancer detection in young women and potential of liquid biopsy","year":2024,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Cancer Foundation; University of Calgary","keywords":"Medicine; Breast cancer; Mammography; Breast cancer screening; Population; Health care; Disadvantaged; Liquid biopsy; Cancer; Childbirth; Obstetrics; Gynecology; Intensive care medicine; Family medicine; Internal medicine; Pregnancy; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001891678,0.0000624513,0.0002903431,0.0002674377,0.000007421685,0.00000246355,0.00003215067,0.0001124976,0.00004058524],"category_scores_gemma":[0.00002369479,0.00005866818,0.00002376125,0.0002932115,0.0001086376,0.00006128031,0.00002436731,0.0001520661,3.208273e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007203876,"about_ca_system_score_gemma":0.0002785866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003204185,"about_ca_topic_score_gemma":0.0008425383,"domain_scores_codex":[0.9992356,0.00003611219,0.0002355168,0.0001520192,0.0001004509,0.0002403513],"domain_scores_gemma":[0.9997824,0.00001246192,0.00004667043,0.00006298373,0.0000362286,0.00005924127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00671454,0.000106048,0.6686709,0.000447758,0.0001215823,0.0003606504,0.005155092,0.0001433358,0.06397159,0.00003938263,0.0008940406,0.2533751],"study_design_scores_gemma":[0.002644105,0.002360301,0.9754458,0.0005487129,0.00007318857,0.0005290257,0.007519083,0.003721238,0.00391881,0.0004476104,0.002639805,0.0001523429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933608,0.003736664,0.0009157034,0.0002201045,0.001052864,0.0001207778,0.00002386569,0.000009275511,0.0005599125],"genre_scores_gemma":[0.9976857,0.001095256,0.001032035,0.00003600244,0.00006907769,0.00002466926,0.000001860306,0.000006496554,0.00004891636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3067749,"threshold_uncertainty_score":0.484379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01680731704354104,"score_gpt":0.3232211550131819,"score_spread":0.3064138379696409,"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."}}