{"id":"W4383710868","doi":"10.1001/jamainternmed.2023.2629","title":"Temporal Clustering of Critical Illness Events on Medical Wards","year":2023,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre; Sinai Health System; Sunnybrook Health Science Centre; Health Sciences Centre; University Health Network; University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Critical illness; Intensive care medicine; MEDLINE; Emergency medicine; Critically ill","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001067963,0.000226787,0.0003343968,0.001570782,0.0005712089,0.0008199333,0.0006030073,0.0004349503,0.002957177],"category_scores_gemma":[0.007460216,0.0003009415,0.0006025342,0.002034082,0.0004102754,0.0006066608,0.0011728,0.0005947712,0.0002722278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185528,"about_ca_system_score_gemma":0.001355416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04290308,"about_ca_topic_score_gemma":0.0478853,"domain_scores_codex":[0.9980969,0.0004057712,0.0002158646,0.0005253354,0.0004645099,0.0002916514],"domain_scores_gemma":[0.9913552,0.0009969093,0.005364456,0.0005448887,0.001049557,0.0006889905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001123069,0.00001855128,0.9956968,0.00003297684,0.0001166163,0.000148603,0.0002222343,0.0003460192,0.0002566179,0.0001432135,0.0004010104,0.002505123],"study_design_scores_gemma":[0.000004320289,0.0000311988,0.9979175,0.00002247241,0.00002111939,0.0002512353,0.0003519568,0.0008604415,0.00006725395,0.0001392486,0.0003245674,0.000008715821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949645,0.0007208693,0.001195014,0.0002752823,0.00003005399,0.00004183525,0.001618871,0.00002128468,0.00113236],"genre_scores_gemma":[0.9981207,0.0001739832,0.000344922,0.00002840365,0.00002371454,0.00001893277,0.001116345,0.000003878076,0.0001690596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04290308,"threshold_uncertainty_score":0.0853067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08775914793601042,"score_gpt":0.4159932596685982,"score_spread":0.3282341117325878,"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."}}