{"id":"W4301644930","doi":"10.5220/0011373200003438","title":"Predictive Model of Septic Shock Staging Base on Continuing Invasive Hemodynamic Monitoring","year":2022,"lang":"en","type":"article","venue":"","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Septic shock; Hemodynamics; Computer science; Medicine; Cardiology; Sepsis; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001304198,0.0012161,0.0009504542,0.001486506,0.0003993931,0.001909731,0.0009294142,0.0006229238,0.00339203],"category_scores_gemma":[0.004314188,0.0003238744,0.0006995825,0.0005491781,0.0002829797,0.0006670122,0.0005794129,0.001120293,0.0008269354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000526365,"about_ca_system_score_gemma":0.001351224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00794579,"about_ca_topic_score_gemma":0.005032194,"domain_scores_codex":[0.9996409,0.0001053961,0.00002477625,0.00009582184,0.00006498604,0.00006811733],"domain_scores_gemma":[0.9985632,0.0007757439,0.0001392936,0.00006833633,0.0003049705,0.0001484845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002007694,0.0007964286,0.6586511,0.0001354744,0.0004743291,0.001033901,0.0002560073,0.1987876,0.004215193,0.003925608,0.006754238,0.1229625],"study_design_scores_gemma":[0.00005121811,0.0002597347,0.05527731,0.00004295363,0.0002661532,0.0002756868,0.00008181611,0.939889,0.000611385,0.002549494,0.0006608414,0.00003447924],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7688242,0.002340849,0.2136914,0.00247059,0.0005248127,0.000321606,0.002859102,0.001089369,0.007878199],"genre_scores_gemma":[0.9915544,0.0003366569,0.005631143,0.00007500643,0.0001298478,0.00007501322,0.00087631,0.00001898307,0.0013026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00794579,"threshold_uncertainty_score":0.01579905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02057966570457957,"score_gpt":0.266383549591954,"score_spread":0.2458038838873745,"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."}}