{"id":"W4406675551","doi":"10.3390/curroncol32020057","title":"Clinical Utility of Liquid Biopsy for the Early Diagnosis of EGFR-Mutant Advanced Lung Cancer Patients in a Real-Life Setting (CLEAR Study)","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; AstraZeneca (Canada); Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Liquid biopsy; Lung cancer; Biopsy; Oncology; Internal medicine; Cancer; Bioinformatics; Pathology; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004287591,0.0004883042,0.0004193034,0.0003972052,0.0002403164,0.001331756,0.0004324564,0.0005876609,0.002000536],"category_scores_gemma":[0.007808038,0.0002787468,0.0003827758,0.0002169996,0.00038765,0.0006993072,0.000586279,0.0005171268,0.0005928247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000711227,"about_ca_system_score_gemma":0.0006198936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008932303,"about_ca_topic_score_gemma":0.001017497,"domain_scores_codex":[0.9979595,0.001059231,0.0001467896,0.0004054069,0.0003175875,0.0001114247],"domain_scores_gemma":[0.9911634,0.003266409,0.003078203,0.0004693227,0.001258575,0.0007640938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01518694,0.001270953,0.9325442,0.0002330419,0.0002553693,0.0003672147,0.000214102,0.00128791,0.0137049,0.00010353,0.0008324052,0.03399935],"study_design_scores_gemma":[0.001076004,0.03609956,0.9187413,0.0002051478,0.0004840387,0.003380427,0.0006027901,0.01980841,0.01579898,0.000195134,0.003516,0.00009225182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960644,0.001142708,0.001505043,0.0001245921,0.00002297365,0.0001416338,0.0003224159,0.00003799276,0.0006383084],"genre_scores_gemma":[0.9976477,0.0001318546,0.001647652,0.00007820117,0.00002235025,0.00005116355,0.0002898239,0.000006917884,0.0001242784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004287591,"threshold_uncertainty_score":0.02267522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04807258220393536,"score_gpt":0.4306849202046578,"score_spread":0.3826123380007225,"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."}}