{"id":"W3181676326","doi":"10.1158/1538-7755.asgcr21-81","title":"Abstract 81: Studying Ghanian Cancer Genomes Using Cell-free DNA","year":2021,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; University of Calgary; McGill University Health Centre","funders":"","keywords":"Concordance; Breast cancer; Copy-number variation; Cancer; Oncology; Genome; Medicine; Internal medicine; Cancer genetics; Gene; Biology; Genetics; Bioinformatics","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":[0.0004843068,0.0002622953,0.0002284435,0.0009776494,0.0004459968,0.000410428,0.0002965833,0.0004232147,0.005866217],"category_scores_gemma":[0.00105957,0.0001490374,0.0002382487,0.001068101,0.0002966385,0.0002242262,0.0004642777,0.0002234155,0.001137531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004185265,"about_ca_system_score_gemma":0.0003634579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003334131,"about_ca_topic_score_gemma":0.004978168,"domain_scores_codex":[0.9997118,0.00006270814,0.00001494032,0.0000931425,0.00008788465,0.00002955553],"domain_scores_gemma":[0.9997018,0.00009545107,0.00007268775,0.00004168744,0.00006226218,0.00002608549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005867493,0.00008651899,0.19118,0.0008054074,0.0001591275,0.0005899916,0.001201015,0.001421681,0.7107038,0.0009045257,0.002015288,0.0903459],"study_design_scores_gemma":[0.00006285845,0.0005970325,0.6471134,0.00008780669,0.0001486268,0.00273468,0.0007952326,0.003509521,0.2952623,0.00127371,0.0483888,0.00002600521],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601343,0.003143972,0.01908725,0.0003536321,0.0000488925,0.0002344882,0.0117563,0.0004640864,0.004777098],"genre_scores_gemma":[0.9334751,0.001537483,0.04194759,0.0002700028,0.00003274297,0.0002651352,0.01639435,0.0001071922,0.005970358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005866217,"threshold_uncertainty_score":0.01962447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05926364602436238,"score_gpt":0.3489974939350394,"score_spread":0.289733847910677,"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."}}