{"id":"W4400764854","doi":"10.3390/curroncol31070302","title":"Confirmation of Recurrent Lung Cancer Following Resection Using Liquid Biopsy, a Proof-of-Concept Real-World Study","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Canada's Michael Smith Genome Sciences Centre; Vancouver General Hospital; Vancouver Coastal Health Research Institute; University of British Columbia","funders":"Vancouver Coastal Health Research Institute","keywords":"Medicine; Liquid biopsy; Lung cancer; Amplicon; Biopsy; Cell-free fetal DNA; Cancer; Stage (stratigraphy); Radiology; Lung; Oncology; Pathology; Internal medicine; Polymerase chain reaction; Gene","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.007567133,0.000582413,0.0004495374,0.0005648069,0.0004089581,0.00142431,0.0008512574,0.0009404003,0.001093923],"category_scores_gemma":[0.01077118,0.00031856,0.0003571235,0.000304111,0.0008227407,0.0009038454,0.0005768957,0.0006225743,0.0005761796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005200139,"about_ca_system_score_gemma":0.0005741366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005834739,"about_ca_topic_score_gemma":0.0007177674,"domain_scores_codex":[0.9972892,0.001411769,0.0001746678,0.0003773827,0.0006081228,0.0001389016],"domain_scores_gemma":[0.990536,0.003327091,0.002484579,0.001393272,0.001502162,0.000756999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007867279,0.003025536,0.8886675,0.0007350759,0.0005638344,0.00338696,0.0007175417,0.0005095895,0.04267896,0.0006289675,0.001623699,0.04959508],"study_design_scores_gemma":[0.001594685,0.0685826,0.7868006,0.0004257473,0.001497645,0.05179853,0.001749722,0.01133976,0.05338641,0.0009981852,0.02165203,0.0001739424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888319,0.003275162,0.005644038,0.0001671928,0.00006686527,0.0004131251,0.0003641521,0.00004915819,0.001188492],"genre_scores_gemma":[0.9939508,0.0009697404,0.003708229,0.0002063499,0.0001152781,0.0001627168,0.0005740256,0.0000136627,0.0002992151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007567133,"threshold_uncertainty_score":0.04001933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06855420971109952,"score_gpt":0.4266153092601447,"score_spread":0.3580610995490452,"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."}}