{"id":"W4229073242","doi":"10.1016/j.xjon.2022.04.046","title":"Reply from author: Systematic or targeted sampling during endobronchial ultrasound for mediastinal staging in patients with lung cancer and abnormal mediastinum","year":2022,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Conflict of interest; Medicine; Mediastinum; Lung cancer; Sampling (signal processing); Randomized controlled trial; Radiology; General surgery; Medical physics; Surgery; Oncology; Law; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003390789,0.0002198255,0.0006201463,0.0001008456,0.0002895815,0.00009007724,0.0001828309,0.00002869347,0.0003333609],"category_scores_gemma":[0.000200794,0.0001564355,0.00004049684,0.0001832411,0.00002836775,0.0001939915,0.000233915,0.0001971627,5.537684e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008497366,"about_ca_system_score_gemma":0.0002800967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003827531,"about_ca_topic_score_gemma":0.000942158,"domain_scores_codex":[0.9981729,0.00007293179,0.0004493504,0.0004952997,0.0004409102,0.0003685632],"domain_scores_gemma":[0.9987474,0.0005281176,0.0002337038,0.0002604572,0.00006886867,0.0001614266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004127469,0.0003363717,0.9880213,0.003427087,0.0003711718,0.00004969411,0.002894307,0.0002121586,0.00005142693,0.00001101842,0.0003452551,0.0001527555],"study_design_scores_gemma":[0.01777655,0.0007197707,0.9745764,0.004109274,0.0006298341,0.00001610848,0.001125882,0.0003969206,0.0002529126,0.00001411442,0.0001094439,0.0002727634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934604,0.0005938337,0.00003971636,0.0004299033,0.0003220234,0.004483841,0.0005894271,0.00002958822,0.00005127113],"genre_scores_gemma":[0.9926372,0.00002033954,0.002379167,0.0002498861,0.0001603961,0.004046788,0.0002987692,0.00004614837,0.0001612706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01364908,"threshold_uncertainty_score":0.6379255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02120420738505921,"score_gpt":0.3115682071848422,"score_spread":0.290363999799783,"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."}}