{"id":"W2742488011","doi":"10.1097/mlr.0000000000000787","title":"Improved Correction of Misclassification Bias With Bootstrap Imputation","year":2017,"lang":"en","type":"article","venue":"Medical Care","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Covariate; Statistics; Selection bias; Multivariate statistics; Medicine; Econometrics; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1266921,0.001604172,0.002678587,0.003423465,0.001015406,0.002206492,0.00286042,0.001894453,0.003193161],"category_scores_gemma":[0.3978426,0.0009018467,0.002591008,0.005029276,0.001161905,0.002351921,0.00382486,0.00311889,0.001339791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009109436,"about_ca_system_score_gemma":0.002491137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003327804,"about_ca_topic_score_gemma":0.002465735,"domain_scores_codex":[0.8192301,0.15999,0.006108719,0.004846354,0.008894787,0.0009299915],"domain_scores_gemma":[0.5989614,0.3084234,0.01874802,0.04327321,0.02960462,0.0009893833],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001593694,0.0003573861,0.122297,0.001622754,0.004746553,0.0004005891,0.001765041,0.1031386,0.002935717,0.02072,0.01681853,0.7236043],"study_design_scores_gemma":[0.0007041714,0.0009276554,0.05033607,0.001143146,0.00141391,0.0009480687,0.0003629011,0.8561483,0.006460848,0.06137842,0.0199098,0.0002666849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01893274,0.0009462296,0.975365,0.0009792949,0.0002893415,0.0003127746,0.000392631,0.001239765,0.001542257],"genre_scores_gemma":[0.2904166,0.0004597569,0.7052835,0.0007063244,0.000329051,0.000685879,0.0008177892,0.0004046354,0.0008964098],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8733079,"threshold_uncertainty_score":0.6700196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1230210765028794,"score_gpt":0.3767687609584733,"score_spread":0.2537476844555939,"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."}}