{"id":"W4367605976","doi":"10.1164/ajrccm-conference.2023.207.1_meetingabstracts.a5974","title":"Cell-free Tumor DNA in Blood and Bronchoalveolar Lavage (BAL) as a Biomarker in Non-Small Cell Lung Cancer","year":2023,"lang":"en","type":"article","venue":"","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Bronchoalveolar lavage; Lung cancer; Biomarker; Cell-free fetal DNA; Medicine; Cell; Cancer research; Cancer; DNA; Pathology; Lung; Immunology; Biology; Internal medicine","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":[0.0009486733,0.000361374,0.0003741425,0.00143845,0.0002754141,0.001016884,0.0005324975,0.001072788,0.0006180828],"category_scores_gemma":[0.001914656,0.0003723005,0.0002005298,0.0005280348,0.0006766914,0.0006386373,0.0003418188,0.0006653963,0.0003544757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002513952,"about_ca_system_score_gemma":0.0004242779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008023037,"about_ca_topic_score_gemma":0.001351212,"domain_scores_codex":[0.9992551,0.0002685215,0.00003473381,0.0001350123,0.000230027,0.00007648208],"domain_scores_gemma":[0.9992412,0.0003129251,0.0001039429,0.00004409495,0.0001711763,0.0001266324],"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":[0.003462692,0.0003994668,0.2704696,0.0003518268,0.0001939922,0.0006755744,0.0007186331,0.0005989397,0.6947025,0.000253337,0.0003801435,0.02779333],"study_design_scores_gemma":[0.0001068016,0.003244655,0.3795621,0.0001068303,0.0004229336,0.004229685,0.001751437,0.009115506,0.5959473,0.001022729,0.004428844,0.00006114713],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823593,0.01089885,0.005026543,0.0001760115,0.0001040362,0.00006038781,0.0003919649,0.00009429334,0.0008885589],"genre_scores_gemma":[0.9946023,0.001082104,0.002649694,0.0001352719,0.00004016464,0.00005745642,0.0003951751,0.0000100936,0.001027673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00143845,"threshold_uncertainty_score":0.005017102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005504178816054452,"score_gpt":0.2287192861628965,"score_spread":0.223215107346842,"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."}}