{"id":"W4399368396","doi":"10.1016/j.heliyon.2024.e32454","title":"Construction and validation of a nomogram prediction model for the progression to septic shock in elderly patients with urosepsis","year":2024,"lang":"en","type":"article","venue":"Heliyon","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Anhui Medical University; Nunavut Research Institute; Wyoming Business Council; Anhui University; National Natural Science Foundation of China; Gujarat Cancer Society","keywords":"Nomogram; Septic shock; Medicine; Intensive care medicine; Sepsis; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006809755,0.00007121361,0.0001030732,0.00009422826,0.00002994111,0.00001877596,0.00001341809,0.00003748684,0.000004793199],"category_scores_gemma":[0.00002139645,0.00004057467,0.00002662271,0.0001472815,0.00002189095,0.0000579285,0.000007800976,0.00003976095,0.000001080034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003792233,"about_ca_system_score_gemma":0.0000268668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005502573,"about_ca_topic_score_gemma":0.00001160829,"domain_scores_codex":[0.999469,0.000009224179,0.0001396396,0.0001612953,0.0001396446,0.00008119453],"domain_scores_gemma":[0.9997205,0.00006198856,0.00002698017,0.00009112346,0.00006434445,0.00003513365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005840232,0.0005603496,0.7208479,0.0009677937,0.0001188252,0.000001798883,0.001435296,0.001401736,0.0007089961,0.0002213749,0.0001276362,0.2730243],"study_design_scores_gemma":[0.006504248,0.008142976,0.808246,0.007214966,0.0009887012,0.0000206241,0.0004391724,0.1496183,0.01737158,0.000151973,0.001082235,0.0002192482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924524,0.0007618761,0.004760553,0.0004929873,0.00007878112,0.00136568,0.00002761363,0.00002719565,0.00003294075],"genre_scores_gemma":[0.9959906,0.000166574,0.003354279,0.00003823837,0.00002094548,0.0003548594,0.0000436681,0.00001159324,0.00001921638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.272805,"threshold_uncertainty_score":0.1654587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0355419123660114,"score_gpt":0.3200824245157932,"score_spread":0.2845405121497818,"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."}}