{"id":"W4417288244","doi":"10.1055/a-2761-3506","title":"Advances in Invasive Diagnostics in Lung Cancer","year":2025,"lang":"en","type":"article","venue":"Seminars in Respiratory and Critical Care Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Pulmonologists; Lung cancer; Bronchoscopy; Stage (stratigraphy); Lung; Endobronchial ultrasound; Modalities","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":[0.006515091,0.0008261454,0.001522564,0.002918815,0.0004411619,0.002780076,0.001099813,0.001629265,0.002816119],"category_scores_gemma":[0.008236698,0.0003414306,0.001554256,0.001530056,0.001754199,0.003117596,0.001451178,0.003643255,0.001344689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001658765,"about_ca_system_score_gemma":0.002224455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00125817,"about_ca_topic_score_gemma":0.001692945,"domain_scores_codex":[0.9965028,0.001298191,0.0004506806,0.0004200373,0.001131197,0.0001972223],"domain_scores_gemma":[0.9890018,0.007990167,0.0006972415,0.0003507996,0.001660464,0.0002996074],"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":[0.0002765021,0.0001502126,0.003588775,0.01705936,0.0002694966,0.0006861002,0.0002779448,0.0008202735,0.003873405,0.01533056,0.02162086,0.9360465],"study_design_scores_gemma":[0.0000446368,0.0008006456,0.00721476,0.01162778,0.0004989734,0.008859162,0.0004348402,0.001001014,0.004520774,0.01652072,0.9483448,0.0001319318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006444753,0.9907085,0.002421765,0.002749314,0.0007512423,0.00001623668,0.00003269016,0.00002590482,0.002649879],"genre_scores_gemma":[0.009773786,0.9780035,0.005203381,0.002616236,0.003433858,0.00003692204,0.0001062042,0.00001884231,0.0008072007],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006515091,"threshold_uncertainty_score":0.03445548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0134684698252992,"score_gpt":0.3743507222938819,"score_spread":0.3608822524685827,"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."}}