{"id":"W7115810311","doi":"","title":"Clinical Utility of Lymph Node Features during EBUS","year":2018,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Endobronchial ultrasound; Receiver operating characteristic; Gold standard (test); Nomogram; Logistic regression; Malignancy; Ultrasound; Lymph node","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001632165,0.0003967527,0.0002893161,0.001744336,0.0003864865,0.0008964296,0.0004500886,0.0003676404,0.0006898377],"category_scores_gemma":[0.009093476,0.0001314937,0.000259852,0.001183209,0.0005575672,0.000487656,0.0004965703,0.000332766,0.0001604142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001467324,"about_ca_system_score_gemma":0.001950147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07016247,"about_ca_topic_score_gemma":0.1215345,"domain_scores_codex":[0.999086,0.0001983975,0.00008662156,0.0001377294,0.0003554228,0.0001358196],"domain_scores_gemma":[0.9963181,0.001121264,0.0007909285,0.0001117661,0.001255966,0.0004019475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001654429,0.000007247741,0.9910368,0.00002047762,0.00001748399,0.0001091273,0.00009444533,0.0002258847,0.0005015494,0.00001534464,0.0001155482,0.007690721],"study_design_scores_gemma":[0.000005629963,0.0001193342,0.9960638,0.00002380084,0.0000377051,0.0005038215,0.000237238,0.001988845,0.0005719669,0.00004027813,0.0003980946,0.000009513261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965923,0.0006561317,0.0006227175,0.00006018465,0.00001202408,0.0000345353,0.0003555647,0.00002275487,0.001643723],"genre_scores_gemma":[0.9990712,0.00008933411,0.0005320691,0.000008562667,0.000005561205,0.000006392112,0.0001905707,0.000002576728,0.00009355948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07016247,"threshold_uncertainty_score":0.1395082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01742714430827461,"score_gpt":0.2815155714560532,"score_spread":0.2640884271477786,"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."}}