{"id":"W2349105725","doi":"10.4314/ahs.v16i1.22","title":"Selecting candidate predictor variables for the modelling of post-discharge mortality from sepsis: a protocol development project","year":2016,"lang":"en","type":"article","venue":"African Health Sciences","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Protocol (science); Sepsis; Intensive care medicine; Internal medicine; Pathology; Alternative medicine","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":[0.2159986,0.001642634,0.001268977,0.00306935,0.002674316,0.002955745,0.003010393,0.002561238,0.009957786],"category_scores_gemma":[0.2215776,0.00177103,0.002544738,0.002495304,0.002453042,0.002989312,0.005360784,0.002731432,0.001951147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005922086,"about_ca_system_score_gemma":0.04974336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001499427,"about_ca_topic_score_gemma":0.002162362,"domain_scores_codex":[0.8924701,0.08855122,0.01036364,0.00179978,0.005194479,0.001620722],"domain_scores_gemma":[0.82676,0.11254,0.01189425,0.01271332,0.03179856,0.004293814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01268262,0.008312628,0.02679854,0.05205221,0.0009710334,0.001954615,0.08437185,0.04191247,0.01047555,0.03476861,0.02503853,0.7006614],"study_design_scores_gemma":[0.02832296,0.04788951,0.09340781,0.1308531,0.005131612,0.002754451,0.1203737,0.1452217,0.03430479,0.0637629,0.3264154,0.001562051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.05548099,0.0003309298,0.1186179,0.001945556,0.0001343337,0.8180847,0.001303344,0.0001762902,0.003926105],"genre_scores_gemma":[0.03039503,0.0004930498,0.2061452,0.0002636655,0.00002668808,0.761502,0.0006199172,0.00002081088,0.0005337071],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2159986,"threshold_uncertainty_score":0.9668133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2217733313522363,"score_gpt":0.4170820505110721,"score_spread":0.1953087191588357,"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."}}