{"id":"W4406984355","doi":"10.2139/ssrn.5106753","title":"Kras Ctdna Detection in Patients with Resectable Lung Adenocarcinoma","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"KRAS; Adenocarcinoma; Internal medicine; Medicine; Lung; Oncology; Colorectal cancer; Cancer","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":[0.0002207612,0.000335521,0.0004365711,0.001030183,0.0002468918,0.0006816529,0.0002154351,0.0007242837,0.002796228],"category_scores_gemma":[0.002023278,0.0002415769,0.0002813232,0.0006025218,0.0002491097,0.0004349828,0.0002474022,0.0004269154,0.0006783408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000210866,"about_ca_system_score_gemma":0.0002803473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055166,"about_ca_topic_score_gemma":0.001040784,"domain_scores_codex":[0.9998232,0.00003236966,0.00002384596,0.00003908018,0.00004071217,0.00004086754],"domain_scores_gemma":[0.9995092,0.0002261969,0.00008967867,0.00002355342,0.00004679893,0.0001044822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001128946,0.00005784189,0.9836565,0.00004698119,0.00003568892,0.001458879,0.00005643537,0.0001373304,0.001618148,0.00004038234,0.0008100435,0.01095285],"study_design_scores_gemma":[0.00003684335,0.0003900494,0.9905646,0.0000354239,0.0001324003,0.005430276,0.0002641427,0.0007235133,0.0009920743,0.0002471205,0.001171421,0.00001206788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947101,0.001969946,0.0001313145,0.0003072979,0.0000623656,0.000007653843,0.0004750209,0.00002214774,0.002314145],"genre_scores_gemma":[0.9982511,0.0004542407,0.00009907479,0.00009270188,0.00007008579,0.000004269201,0.0004441804,0.000007011997,0.0005772358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002796228,"threshold_uncertainty_score":0.009354353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005055866480284867,"score_gpt":0.2503022288466015,"score_spread":0.2452463623663166,"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."}}