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Box II: unplanned ICU admission → 3; reasons additive (rhythm_disturbances → -5, hypovolemic_shock → 3, septic_shock → 5, anaphylactic_or_mixed_shock → 5, liver_failure → 6, severe_pancreatitis → 9, acute_abdomen → 3, intracranial_mass_effect → 10, focal_neurologic_deficit → 7, seizures → -4, coma_stupor_agitation → 4; if rhythm and seizures both, only -4; hypovolemic_shock plus acute_abdomen scores both); surgical_status (scheduled_surgery → 0, emergency_surgery → 6, no_surgery → 5); surgery_site (transplantation → -11, trauma_isolated or trauma_multiple → -8, cabg_no_valve → -6, neurosurgery_cva → 5, all_others → 0); nosocomial_infection → 4, respiratory_infection → 5. Box III within ±1 h as assigned: GCS (3-4 → 15, 5 → 10, 6 → 7, 7-12 → 2, ≥13 → 0); bilirubin_mg_dl (<2 → 0, 2-<6 → 4, ≥6 → 5) or bilirubin_umol_l (<34.2 → 0, 34.2-<102.6 → 4, ≥102.6 → 5); temperature_c (<35 → 7, ≥35 → 0); creatinine_mg_dl (<1.2 → 0, 1.2-<2 → 2, 2-<3.5 → 7, ≥3.5 → 8) or creatinine_umol_l (<106.1 → 0, 106.1-<176.8 → 2, 176.8-<309.4 → 7, ≥309.4 → 8); heart_rate (<120 → 0, 120-159 → 5, ≥160 → 7); leukocytes_g_l (<15 → 0, ≥15 → 2); arterial_ph (≤7.25 → 3, >7.25 → 0); platelets_g_l (<20 → 13, 20-<50 → 8, 50-<100 → 5, ≥100 → 0); systolic_bp_mm_hg (<40 → 11, 40-<70 → 8, 70-<120 → 3, ≥120 → 0); oxygenation (PaO2/FiO2 <100 and MV → 11, PaO2/FiO2 ≥100 and MV → 7, PaO2 <60 and no MV → 5, else 0). logit = -32.6659 + ln(SAPS_3 + 20.5958) × 7.3068; estimated_probability_percent = 100 × exp(logit)/(1+exp(logit)); max 217","estimated_probability_percent":0.17},{"logit":-6.3619,"score":16,"formula":"saps_3","citation":{"id":"moreno-2005","doi":"10.1007/s00134-005-2763-5","pmid":"16132893","title":"SAPS 3—From evaluation of the patient to evaluation of the intensive care unit. 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Deterministic published-formula or published-code output for autonomous agents. A licensed clinician remains responsible for patient care and billing submissions.","formula_expression":"SAPS 3 = 16 (admission offset) + Box I + Box II + Box III (Moreno 2005 Part 2 scoresheet). Box I: age (<40 → 0, 40-59 → 5, 60-69 → 9, 70-74 → 13, 75-79 → 15, ≥80 → 18); los_days (<14 → 0, 14-27 → 6, ≥28 → 7); location (operating_room → 0, emergency_room → 5, other_icu → 7, other → 8); comorbidities additive (cancer_therapy → 3, metastatic_cancer → 11, hematologic_cancer → 6, chronic_hf_nyha_iv → 6, cirrhosis → 8, aids → 8); vasoactive_drugs → 3. Box II: unplanned ICU admission → 3; reasons additive (rhythm_disturbances → -5, hypovolemic_shock → 3, septic_shock → 5, anaphylactic_or_mixed_shock → 5, liver_failure → 6, severe_pancreatitis → 9, acute_abdomen → 3, intracranial_mass_effect → 10, focal_neurologic_deficit → 7, seizures → -4, coma_stupor_agitation → 4; if rhythm and seizures both, only -4; hypovolemic_shock plus acute_abdomen scores both); surgical_status (scheduled_surgery → 0, emergency_surgery → 6, no_surgery → 5); surgery_site (transplantation → -11, trauma_isolated or trauma_multiple → -8, cabg_no_valve → -6, neurosurgery_cva → 5, all_others → 0); nosocomial_infection → 4, respiratory_infection → 5. Box III within ±1 h as assigned: GCS (3-4 → 15, 5 → 10, 6 → 7, 7-12 → 2, ≥13 → 0); bilirubin_mg_dl (<2 → 0, 2-<6 → 4, ≥6 → 5) or bilirubin_umol_l (<34.2 → 0, 34.2-<102.6 → 4, ≥102.6 → 5); temperature_c (<35 → 7, ≥35 → 0); creatinine_mg_dl (<1.2 → 0, 1.2-<2 → 2, 2-<3.5 → 7, ≥3.5 → 8) or creatinine_umol_l (<106.1 → 0, 106.1-<176.8 → 2, 176.8-<309.4 → 7, ≥309.4 → 8); heart_rate (<120 → 0, 120-159 → 5, ≥160 → 7); leukocytes_g_l (<15 → 0, ≥15 → 2); arterial_ph (≤7.25 → 3, >7.25 → 0); platelets_g_l (<20 → 13, 20-<50 → 8, 50-<100 → 5, ≥100 → 0); systolic_bp_mm_hg (<40 → 11, 40-<70 → 8, 70-<120 → 3, ≥120 → 0); oxygenation (PaO2/FiO2 <100 and MV → 11, PaO2/FiO2 ≥100 and MV → 7, PaO2 <60 and no MV → 5, else 0). logit = -32.6659 + ln(SAPS_3 + 20.5958) × 7.3068; estimated_probability_percent = 100 × exp(logit)/(1+exp(logit)); max 217","estimated_probability_percent":0.17}]}},"iconUrl":"https://api.magentlab.com/favicon.ico"},"schema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["input"],"properties":{"input":{"type":"object","required":["type","method"],"properties":{"body":{"type":"object","required":["items"],"properties":{"items":{"type":"array","items":{"type":"object","required":["age","los_days","location","vasoactive_drugs","icu_admission","surgical_status","surgery_site","gcs","temperature_c","heart_rate","leukocytes_g_l","arterial_ph","platelets_g_l","systolic_bp_mm_hg","mechanical_ventilation"],"properties":{"age":{"type":"integer","description":"Age in years, integer 18-120, as assigned at ICU admission. <40 → 0; 40-59 → 5; 60-69 → 9; 70-74 → 13; 75-79 → 15; ≥80 → 18."},"gcs":{"type":"integer","description":"Lowest estimated Glasgow Coma Scale, integer 3-15, within ±1 h of ICU admission as assigned by the caller. 3-4 → 15; 5 → 10; 6 → 7; 7-12 → 2; ≥13 → 0. magent does not examine the patient."},"aids":{"type":"boolean","description":"AIDS as assigned (+8). 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