{"id":"W2298078468","doi":"10.1097/ccm.0000000000001512","title":"Systematic Bias in Meta-Analyses of Time to Antimicrobial in Sepsis Studies","year":2016,"lang":"en","type":"letter","venue":"Critical Care Medicine","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Sepsis; Antimicrobial; Intensive care medicine; Clinical microbiology; MEDLINE; Family medicine; Internal medicine; Microbiology; Law","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":["metaresearch","metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.08754919,0.0009082516,0.02922772,0.003148383,0.00004638933,0.0001421944,0.002598615,0.0005004188,0.02156264],"category_scores_gemma":[0.4142371,0.0003190889,0.003982536,0.003022812,0.0005666162,0.0001278875,0.0003491597,0.0007653279,0.005050797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000186768,"about_ca_system_score_gemma":0.0001057892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007033627,"about_ca_topic_score_gemma":0.00007093151,"domain_scores_codex":[0.940261,0.02577771,0.02290772,0.00186372,0.008513511,0.0006763467],"domain_scores_gemma":[0.9270383,0.05980562,0.003394553,0.004983312,0.004576847,0.0002013946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004068977,0.00001444206,0.0001299018,0.02704926,0.002685696,0.0003258662,0.001074406,0.000004256965,0.0001196112,0.00003226567,0.9684424,0.0001177656],"study_design_scores_gemma":[0.002801032,0.001360343,0.0003078861,0.1465814,0.2239033,0.0001797237,0.0247088,0.0002874346,0.0006239986,0.007877459,0.5876096,0.003758979],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000850954,0.0461722,0.0007453602,0.9441437,0.0007279057,0.002693792,0.0001997088,0.000009078824,0.004457329],"genre_scores_gemma":[0.1089063,0.000224167,0.002483288,0.833645,0.004478721,0.001021209,0.0001252889,0.0001850377,0.04893092],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3808328,"threshold_uncertainty_score":0.9999261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8707010304762325,"score_gpt":0.6084374718483567,"score_spread":0.2622635586278758,"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."}}