{"id":"W4403467994","doi":"10.56367/oag-044-11196","title":"Making preclinical sepsis research stronger, faster, and more responsive to patients","year":2024,"lang":"en","type":"article","venue":"Open Access Government","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Calgary; Ottawa Hospital","funders":"","keywords":"Sepsis; Medicine; Psychology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09961581,0.001593603,0.001762385,0.004331625,0.003214322,0.01981564,0.00458888,0.01187861,0.04133375],"category_scores_gemma":[0.159516,0.001040594,0.00218622,0.001889822,0.008015129,0.01743112,0.01869081,0.01883325,0.02415213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006187985,"about_ca_system_score_gemma":0.04194492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001423137,"about_ca_topic_score_gemma":0.002816667,"domain_scores_codex":[0.9365239,0.03665263,0.002966715,0.003647907,0.01466013,0.005548878],"domain_scores_gemma":[0.7440595,0.05099464,0.02274482,0.02546795,0.06162989,0.09510314],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009826906,0.001305149,0.006935423,0.002344751,0.0002833657,0.0005505276,0.001250919,0.0007312451,0.009566758,0.05414929,0.5854463,0.3364536],"study_design_scores_gemma":[0.0009802023,0.001744646,0.009887932,0.00367977,0.0002271118,0.0008023283,0.001838601,0.0003865944,0.006381115,0.04805382,0.9258487,0.0001691158],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00921413,0.02463866,0.01072843,0.8740532,0.02652931,0.0007517514,0.0009663161,0.001765915,0.05135222],"genre_scores_gemma":[0.1586112,0.09041036,0.0753433,0.531895,0.09393603,0.001808861,0.003371586,0.002025285,0.04259851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9003842,"threshold_uncertainty_score":0.5268251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4925675903944312,"score_gpt":0.5977550285611899,"score_spread":0.1051874381667587,"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."}}