{"id":"W4409916942","doi":"10.1371/journal.pgph.0003606","title":"Sepsis research in Canada: An environmental scan of sepsis investigators, research, and funding","year":2025,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Impact; McMaster University","funders":"","keywords":"Sepsis; Scope (computer science); Medicine; Descriptive statistics; Family medicine; Internal medicine; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.002370313,0.0001518103,0.0004763826,0.0004998519,0.0002394967,0.00004248662,0.0001702126,0.00008264343,0.00007380376],"category_scores_gemma":[0.0003995415,0.000139081,0.00002912629,0.00154603,0.0003443624,0.0001384068,0.0002043345,0.0004139378,0.00000387639],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01077597,"about_ca_system_score_gemma":0.01131152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8505304,"about_ca_topic_score_gemma":0.743053,"domain_scores_codex":[0.9960693,0.0006765013,0.0004883733,0.0005256904,0.001178717,0.001061419],"domain_scores_gemma":[0.997912,0.0003409901,0.00006397782,0.0004606347,0.0001052217,0.001117172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002661344,0.001070802,0.9724948,0.0002413619,0.00009290949,0.00002943384,0.0002183074,6.016365e-7,0.00003725368,0.003351555,0.01017431,0.01226209],"study_design_scores_gemma":[0.001258443,0.000723638,0.9846873,0.0004800596,0.0000116629,0.000006218159,0.004609677,0.0001922276,0.000254807,0.001126679,0.006556497,0.00009278543],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9406369,0.002245816,5.066716e-7,0.05319402,0.00005181032,0.0007352674,0.0001294069,0.00001431147,0.002991965],"genre_scores_gemma":[0.9967614,0.000851897,0.0002045046,0.001936638,0.00003405259,0.00008253963,0.000070059,0.00001206067,0.0000468873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1074774,"threshold_uncertainty_score":0.9942935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4194867012573987,"score_gpt":0.4659764828578871,"score_spread":0.04648978160048839,"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."}}