{"id":"W4313245011","doi":"10.3390/curroncol30010025","title":"Development and Validation of a Prediction Model for Positive Findings of Preoperative Flexible Bronchoscopy in Patients with Peripheral Lung Cancer","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Beijing Municipal Science and Technology Commission","keywords":"Medicine; Brier score; Receiver operating characteristic; Lung cancer; Logistic regression; Lesion; Univariate analysis; Area under the curve; Lung; Concordance; Radiology; Internal medicine; Surgery; Multivariate analysis; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004765126,0.001002226,0.0009456006,0.001380487,0.0003558575,0.001035604,0.0009369272,0.0008467056,0.001360473],"category_scores_gemma":[0.01089045,0.0003363204,0.001012861,0.0005908385,0.0002845839,0.0005037709,0.0006812389,0.0009748692,0.0003861742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00059468,"about_ca_system_score_gemma":0.001214356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005889245,"about_ca_topic_score_gemma":0.003139408,"domain_scores_codex":[0.9990463,0.0005051761,0.00007524228,0.0001676935,0.0001137487,0.00009184879],"domain_scores_gemma":[0.994566,0.003998043,0.0003900595,0.0001739931,0.0006764356,0.000195503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008370585,0.0004572366,0.8351688,0.00007968734,0.0002875928,0.0004008099,0.0002585487,0.1105335,0.0007499327,0.0004037046,0.001832512,0.04899058],"study_design_scores_gemma":[0.00005741591,0.0003390478,0.06863915,0.00004824319,0.000148326,0.0002145612,0.0001031599,0.9292454,0.0003776076,0.0004952411,0.0003099139,0.0000218398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9342045,0.0003251052,0.06271119,0.0005555674,0.00006759758,0.0002013535,0.0007742665,0.0003014803,0.0008589464],"genre_scores_gemma":[0.986912,0.00009058148,0.01175609,0.00004961742,0.00002343803,0.000162185,0.0007341523,0.00001141403,0.0002606249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005889245,"threshold_uncertainty_score":0.02520066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03986608703548433,"score_gpt":0.3723768358054176,"score_spread":0.3325107487699333,"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."}}