{"id":"W4399654309","doi":"10.1016/j.chpulm.2024.100070","title":"COUNTERPOINT: Liquid Markers for Risk Stratification of Pulmonary Nodules, Ready for Prime Time? Not Yet!","year":2024,"lang":"en","type":"article","venue":"CHEST Pulmonary","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lung cancer; Nodule (geology); Thyroid nodules; Lung cancer screening; Malignancy; Scopus; Pulmonologists; Radiology; Lung; MEDLINE; Internal medicine; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007899477,0.001767037,0.002878617,0.00390797,0.0009536225,0.00585647,0.001994394,0.003892879,0.04242107],"category_scores_gemma":[0.03834803,0.0005105617,0.003154153,0.002161794,0.001010094,0.005819618,0.002111071,0.005044392,0.01940345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001881018,"about_ca_system_score_gemma":0.002903699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004871258,"about_ca_topic_score_gemma":0.008751843,"domain_scores_codex":[0.9960803,0.001719692,0.0004376124,0.0004894712,0.001050497,0.0002224879],"domain_scores_gemma":[0.9867286,0.005411982,0.001637774,0.0008565441,0.004518776,0.0008464101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003490214,0.0002670701,0.01918202,0.005661842,0.001092252,0.000491617,0.0001849965,0.0003596487,0.0008367648,0.008070403,0.4188282,0.5415351],"study_design_scores_gemma":[0.002118982,0.002077045,0.02074513,0.02501939,0.00319521,0.002578473,0.0008092297,0.002652074,0.004605664,0.03152215,0.9043229,0.0003537097],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.01113304,0.4979315,0.01764276,0.3608364,0.03213014,0.001542849,0.01559188,0.002798042,0.0603934],"genre_scores_gemma":[0.1872269,0.3676181,0.09319074,0.1907539,0.05673717,0.003498258,0.01966881,0.001675963,0.07963021],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04242107,"threshold_uncertainty_score":0.1419126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168604558469576,"score_gpt":0.2966757899658599,"score_spread":0.2749897443811641,"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."}}