{"id":"W3010004695","doi":"10.3390/cancers12030622","title":"A High-Performing Plasma Metabolite Panel for Early-Stage Lung Cancer Detection","year":2020,"lang":"en","type":"article","venue":"Cancers","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; St. Boniface Hospital; University of Manitoba; CancerCare Manitoba; University of Alberta","funders":"","keywords":"Metabolite; Metabolomics; Lung cancer; Oncology; Stage (stratigraphy); Medicine; Internal medicine; Bioinformatics; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006952002,0.0001555374,0.0002089177,0.00002892579,0.0001329124,0.00002198329,0.0001165228,0.00008086214,0.0000276474],"category_scores_gemma":[0.00006625448,0.0001483877,0.0001055533,0.0001200704,0.00003722838,0.000005593935,0.00005885205,0.00007442199,0.000001579796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001016919,"about_ca_system_score_gemma":0.0001327413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003399506,"about_ca_topic_score_gemma":0.0001449248,"domain_scores_codex":[0.9991112,0.00001319934,0.0001557122,0.0003567859,0.00008138624,0.0002817327],"domain_scores_gemma":[0.9995993,0.000008429217,0.000086482,0.0001365523,0.00006704458,0.0001021638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003395084,0.000003914257,0.001419534,0.000100968,0.0003575886,9.243009e-7,0.0001969045,0.001782271,0.9867406,0.000284558,0.00114482,0.007628409],"study_design_scores_gemma":[0.001036401,0.000207005,0.001212526,0.00000600537,0.0001123799,6.3902e-7,0.0001357238,0.003887492,0.8057024,0.00001389431,0.1874224,0.0002630668],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887292,0.003855845,0.005844148,0.0002746008,0.0005825219,0.0003229985,0.0001851297,0.00002110202,0.0001844683],"genre_scores_gemma":[0.9947551,0.002037037,0.0008750989,0.0005759804,0.0008514688,0.0002479192,0.00003070856,0.00002909941,0.0005976124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1862776,"threshold_uncertainty_score":0.6051075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02175067037453009,"score_gpt":0.2641280210407169,"score_spread":0.2423773506661868,"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."}}