{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003946711,0.0002472803,0.0005662569,0.001407943,0.0002500296,0.001336702,0.0005889008,0.0007140382,0.001844366],"category_scores_gemma":[0.0105165,0.0002274748,0.0005411028,0.001148282,0.0007745771,0.001615703,0.0005926295,0.001001717,0.000463966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001070863,"about_ca_system_score_gemma":0.002018047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003592568,"about_ca_topic_score_gemma":0.004372953,"domain_scores_codex":[0.9983388,0.0005832114,0.0002352092,0.0001997341,0.0004938071,0.0001492855],"domain_scores_gemma":[0.9925357,0.005003471,0.0008118166,0.0001347146,0.001305034,0.0002092996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000167943,0.00002750308,0.01215391,0.008733376,0.0001002023,0.0002327791,0.0002756163,0.0002421286,0.001214219,0.005499508,0.0130617,0.9582911],"study_design_scores_gemma":[0.00003764093,0.0007544081,0.05205409,0.02714271,0.0008246046,0.004937891,0.001142197,0.0008578911,0.004749152,0.007710605,0.8996662,0.0001227168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004606311,0.9824404,0.0008055398,0.006623508,0.0004021544,0.00001512366,0.0002183296,0.00002519607,0.004863496],"genre_scores_gemma":[0.03955599,0.9550024,0.001896826,0.002021451,0.0006092982,0.00003469155,0.0002693991,0.00000877923,0.0006011999],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003946711,"threshold_uncertainty_score":0.02087241,"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."}}