{"id":"W4313359325","doi":"10.4049/jimmunol.200.supp.120.40","title":"The application of ctDNA technology for early Cancer diagnostics in Samoa","year":2018,"lang":"en","type":"article","venue":"The Journal of Immunology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Library of Parliament","funders":"","keywords":"Cancer; Health care; Cancer detection; Circulating tumor DNA; Medicine; Liquid biopsy; Government (linguistics); Oncology; American samoa; Family medicine; Intensive care medicine; Internal medicine; Political science; Geography","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":[0.001028987,0.0004406432,0.0001111779,0.001281749,0.001323459,0.001128537,0.0004284116,0.0005025951,0.001728717],"category_scores_gemma":[0.001591624,0.0002363505,0.0001818334,0.0009018673,0.0007827399,0.0004170144,0.000950576,0.0004575043,0.0003334075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001162648,"about_ca_system_score_gemma":0.002310748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02357268,"about_ca_topic_score_gemma":0.03871458,"domain_scores_codex":[0.9993953,0.0002711254,0.00002683084,0.0001008414,0.00009348207,0.0001124723],"domain_scores_gemma":[0.999239,0.0001995172,0.0001950978,0.00004258502,0.000212449,0.000111314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008461111,0.0002949798,0.4751929,0.0012521,0.00005981105,0.006247764,0.03317541,0.0006754911,0.2349085,0.004814403,0.001763653,0.2407688],"study_design_scores_gemma":[0.00007333252,0.00376702,0.4987243,0.001274669,0.0002090857,0.01243327,0.09116673,0.002996607,0.2527251,0.003965404,0.1324998,0.0001646982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9618883,0.004163719,0.01283097,0.003050819,0.0001439958,0.0003665437,0.0004618598,0.00009525304,0.01699853],"genre_scores_gemma":[0.9735199,0.001764375,0.02098069,0.0005420978,0.00002397084,0.0001009869,0.0001037165,0.000009058858,0.002955072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02357268,"threshold_uncertainty_score":0.04687095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005909856209295497,"score_gpt":0.2626970971790318,"score_spread":0.2567872409697363,"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."}}