{"id":"W4386632290","doi":"10.1164/rccm.202308-1517ed","title":"Electromagnetic Navigation Bronchoscopy and Transthoracic Sampling of Peripheral Pulmonary Nodules: One Step Back, One Leap Forward for the Evaluation of Technology Targeting the Lung Periphery","year":2023,"lang":"en","type":"letter","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Bronchoscopy; Radiology; Lung; Peripheral; Sampling (signal processing); Solitary pulmonary nodule; Internal medicine; Computed tomography; Computer vision","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":[0.00211704,0.000656502,0.0009432008,0.0006086873,0.001633341,0.002220195,0.00117724,0.02904051,0.002603262],"category_scores_gemma":[0.01196095,0.0005176088,0.001089534,0.0003738145,0.00227996,0.003085955,0.0005786943,0.02204437,0.002271498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003249829,"about_ca_system_score_gemma":0.001850258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00425928,"about_ca_topic_score_gemma":0.008560309,"domain_scores_codex":[0.9971803,0.001024601,0.0003947664,0.0003123083,0.0008397471,0.0002482804],"domain_scores_gemma":[0.9942786,0.003212664,0.0003302011,0.0002211932,0.001041188,0.000916219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004384576,0.000275242,0.01343009,0.0002128616,0.00008810058,0.06326041,0.0003187951,0.0004057688,0.002923417,0.005221778,0.848404,0.06502098],"study_design_scores_gemma":[0.0004906156,0.000812035,0.01308273,0.0009041016,0.0001436731,0.140508,0.001460053,0.005601481,0.002122746,0.02590146,0.8087821,0.0001909341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002602247,0.003113189,0.0007028939,0.9801878,0.009604919,0.00001707911,0.00002957005,0.00003546401,0.003706772],"genre_scores_gemma":[0.03241474,0.004140735,0.002829228,0.8746538,0.07768262,0.0000428742,0.000048776,0.00004414368,0.008143165],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02904051,"threshold_uncertainty_score":0.02357924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04007987787026796,"score_gpt":0.3632915020481132,"score_spread":0.3232116241778453,"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."}}