{"id":"W4415520390","doi":"10.1016/j.jtho.2025.09.223","title":"P1.04.33 Sybil Pilot for Incidental Pulmonary Nodules","year":2025,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"MEDLINE; Lung; Neoplasm staging; Respiratory disease; Coronavirus disease 2019 (COVID-19)","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":[0.0005005508,0.0003242417,0.0002707916,0.0005585704,0.000953384,0.0009408999,0.0003796394,0.0008890151,0.1596483],"category_scores_gemma":[0.001090612,0.0001797356,0.0006108828,0.000164723,0.0003587219,0.0006190286,0.00106375,0.001235817,0.03170709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005315507,"about_ca_system_score_gemma":0.001580771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001110069,"about_ca_topic_score_gemma":0.002374365,"domain_scores_codex":[0.9998149,0.00003388094,0.000007049481,0.00002531213,0.00002976954,0.00008905087],"domain_scores_gemma":[0.999499,0.00004349169,0.00002495363,0.00003320296,0.00005333614,0.0003460135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007482627,0.002367632,0.05904141,0.0006571428,0.0001562502,0.01579391,0.0002884111,0.000528548,0.0139355,0.00467242,0.4304999,0.4645762],"study_design_scores_gemma":[0.002563563,0.0117369,0.1153305,0.001180343,0.00020806,0.04036083,0.0006811071,0.002395431,0.01121724,0.008957387,0.8052624,0.000106226],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4063933,0.01245131,0.00630614,0.03586239,0.0149714,0.001781548,0.004801332,0.003401824,0.5140307],"genre_scores_gemma":[0.7458354,0.003317316,0.004409771,0.005198831,0.002946469,0.0005421456,0.003299688,0.0005720364,0.2338783],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1596483,"threshold_uncertainty_score":0.5340766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02772517064012228,"score_gpt":0.4380199778625437,"score_spread":0.4102948072224214,"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."}}