{"id":"W6996039046","doi":"","title":"Preventing catastrophes through PPG: feature extraction and critical event prediction from an ICU patient cohort","year":2021,"lang":"en","type":"article","venue":"Electronic Theses and Dissertations Repository (University of Pisa)","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; Emperipolesis; Triacetin; Durvalumab","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008357295,0.0004337998,0.0004690228,0.001278704,0.0002065696,0.0005596224,0.0003131238,0.0004610904,0.002170064],"category_scores_gemma":[0.00339621,0.0001061537,0.0004419873,0.0006034871,0.0001523984,0.0002681513,0.0004346738,0.0005867701,0.001100298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001462362,"about_ca_system_score_gemma":0.0002930444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001388189,"about_ca_topic_score_gemma":0.001394479,"domain_scores_codex":[0.9997496,0.00005833455,0.00002500268,0.00007594067,0.0000523827,0.00003863607],"domain_scores_gemma":[0.9988812,0.0005700366,0.0001507466,0.0001420877,0.0001442089,0.0001118176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001533272,0.000738173,0.7134985,0.0001383494,0.0002250298,0.001370506,0.0004566021,0.01031667,0.01255761,0.0004314811,0.01150393,0.2472298],"study_design_scores_gemma":[0.00007365568,0.001458076,0.8293473,0.00008571492,0.0002051214,0.001933256,0.0006672869,0.1529345,0.006911749,0.001543369,0.004769498,0.0000706077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795437,0.000262284,0.01426848,0.0005157086,0.00006413193,0.0001097126,0.00401671,0.000166687,0.001052478],"genre_scores_gemma":[0.9797958,0.0003386611,0.01044826,0.00007422821,0.0001240445,0.0001415277,0.007758653,0.00002517624,0.001293718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002170064,"threshold_uncertainty_score":0.007259548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01519281064050008,"score_gpt":0.2928362919322406,"score_spread":0.2776434812917405,"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."}}