{"id":"W4417226052","doi":"10.1007/978-3-031-80466-3_12","title":"Linear Endobronchial Ultrasound","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Endobronchial ultrasound; Mediastinoscopy; Ultrasound; Bronchoscopy; Forceps; Mediastinal lymph node; Lung cancer staging; Pulmonologists","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":[0.0002199521,0.0004811463,0.0002718144,0.0006164141,0.0003176756,0.001006224,0.0004966245,0.0007655165,0.07468561],"category_scores_gemma":[0.00044839,0.0002531279,0.0002278707,0.0004425607,0.0004942795,0.0008705113,0.0007194918,0.001312329,0.03892887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004779445,"about_ca_system_score_gemma":0.0005126001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001207175,"about_ca_topic_score_gemma":0.004727202,"domain_scores_codex":[0.9998988,0.00002013171,0.000003814132,0.00001397709,0.00005422209,0.000008995483],"domain_scores_gemma":[0.9998417,0.0000915557,0.000005668394,0.00001133965,0.00003692181,0.0000127078],"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":[0.00002770428,0.00004309602,0.0002779211,0.0004161604,0.000005280751,0.0003964959,0.000147573,0.0006860638,0.003935184,0.03727812,0.4087566,0.5480297],"study_design_scores_gemma":[0.000002730131,0.00001856406,0.0004334287,0.0002133582,0.000003579281,0.00135613,0.00005052611,0.0003723116,0.0007167196,0.007929706,0.9888949,0.00000788892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008872725,0.04315541,0.02724415,0.002605544,0.003023851,0.0000604077,0.0002374769,0.0006868123,0.9220991],"genre_scores_gemma":[0.003723097,0.016919,0.007907862,0.001769645,0.0008820005,0.00003576046,0.0001311492,0.0001504238,0.9684809],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07468561,"threshold_uncertainty_score":0.2498482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01429402228731184,"score_gpt":0.2792553700105173,"score_spread":0.2649613477232054,"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."}}