{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001180505,0.0006795537,0.0007182005,0.0008857804,0.0002392944,0.0006572545,0.0002881171,0.0006461189,0.0006550677],"category_scores_gemma":[0.001697256,0.0002224613,0.000277864,0.0005164337,0.0001810058,0.0003232972,0.000361188,0.0004046983,0.0004182585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001889096,"about_ca_system_score_gemma":0.0003692493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004150722,"about_ca_topic_score_gemma":0.0009314872,"domain_scores_codex":[0.9994047,0.0002410549,0.00003988016,0.0001218396,0.0001574707,0.00003506059],"domain_scores_gemma":[0.9994504,0.0002287528,0.0001058024,0.00005260307,0.0001137086,0.00004882311],"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":[0.001898062,0.0005198069,0.3005548,0.0002383272,0.0002939607,0.0003914708,0.0001117116,0.003063974,0.5810372,0.0001873405,0.0007564444,0.1109469],"study_design_scores_gemma":[0.000174943,0.004942432,0.6432155,0.00007265939,0.0004980658,0.00403533,0.0002005771,0.0317481,0.307843,0.000811505,0.006377809,0.0000802025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661232,0.002814795,0.02712724,0.0002761064,0.00003242257,0.0001881719,0.002024343,0.0004561873,0.000957495],"genre_scores_gemma":[0.9728013,0.0004804726,0.02449122,0.0001579121,0.00003276862,0.00008293737,0.001526795,0.00001640575,0.0004100873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001180505,"threshold_uncertainty_score":0.006243169,"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."}}