{"id":"W2905937363","doi":"10.1183/13993003.congress-2018.oa3847","title":"Multicentre Validation of a Prediction Score of Prolonged Air Leak for VATS Lobectomies","year":2018,"lang":"en","type":"article","venue":"","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Predictive value; Incidence (geometry); Logistic regression; Population; Statistics; Cutoff; Retrospective cohort study; Surgery; Receiver operating characteristic; Internal medicine; Mathematics","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":[0.007191592,0.0007700623,0.0007212517,0.001553649,0.0003669425,0.001091258,0.0005914408,0.0006964821,0.001593866],"category_scores_gemma":[0.01353789,0.0003033387,0.00134558,0.001122411,0.0003373339,0.0006275112,0.00113817,0.0006305811,0.0005782758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005161478,"about_ca_system_score_gemma":0.0008968859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001165719,"about_ca_topic_score_gemma":0.001476325,"domain_scores_codex":[0.9956003,0.001755168,0.0007079559,0.0006654374,0.0009762221,0.0002949081],"domain_scores_gemma":[0.993661,0.001913718,0.001762733,0.0006715151,0.001493349,0.0004976803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007950187,0.000203332,0.9853632,0.00008783161,0.0001507835,0.0001111018,0.0002078953,0.0007843846,0.0007735188,0.00005890632,0.0005666648,0.01089727],"study_design_scores_gemma":[0.00008657973,0.001927886,0.9897662,0.00005857049,0.0001309885,0.0005804313,0.0002350023,0.005135174,0.0009032284,0.00008038702,0.001073549,0.00002198514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949798,0.0002858583,0.002262454,0.0001242187,0.00003244298,0.0002971327,0.001332079,0.00003143998,0.0006545495],"genre_scores_gemma":[0.9943222,0.0001125858,0.002744925,0.0000344832,0.00003157357,0.0003023393,0.00211981,0.000009501627,0.0003226012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007191592,"threshold_uncertainty_score":0.03803325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03708058657491135,"score_gpt":0.3058873176401049,"score_spread":0.2688067310651935,"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."}}