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ADS599-Capstone/confidence_delta_data

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Hugging Face2026-04-08 更新2026-04-12 收录
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--- dataset_info: features: - name: ed_stay_id dtype: int64 - name: Other dtype: float64 - name: Analgesic - Opioid/NSAID dtype: float64 - name: Antiemetic dtype: float64 - name: Analgesic - Acetaminophen dtype: float64 - name: Antibiotic dtype: float64 - name: Benzodiazepine - Sedative/Anxiolytic dtype: float64 - name: Analgesic - NSAID dtype: float64 - name: Bronchodilator dtype: float64 - name: Antiplatelet dtype: float64 - name: GI - Acid Suppression dtype: float64 - name: Corticosteroid dtype: float64 - name: Beta Blocker dtype: float64 - name: Diuretic dtype: float64 - name: Antipsychotic dtype: float64 - name: Anticoagulant dtype: float64 - name: Insulin/Glucose dtype: float64 - name: Calcium Channel Blocker dtype: float64 - name: Nitrate dtype: float64 - name: ACE Inhibitor dtype: float64 - name: IV Fluid dtype: float64 - name: Anticonvulsant dtype: float64 - name: Antiarrhythmic dtype: float64 - name: weight dtype: float64 - name: in_ed dtype: int64 - name: in_ward dtype: int64 - name: terminal_event dtype: string - name: gender dtype: int64 - name: anchor_age dtype: float64 - name: acuity dtype: int64 - name: height dtype: float64 - name: recon_ace_inhibitor dtype: uint8 - name: recon_analgesic___nsaid dtype: uint8 - name: recon_analgesic___opioid_nsaid dtype: uint8 - name: recon_antiarrhythmic dtype: uint8 - name: recon_antibiotic dtype: uint8 - name: recon_anticoagulant dtype: uint8 - name: recon_anticonvulsant dtype: uint8 - name: recon_antiemetic dtype: uint8 - name: recon_antiplatelet dtype: uint8 - name: recon_antipsychotic dtype: uint8 - name: recon_benzodiazepine___sedative_anxiolytic dtype: uint8 - name: recon_beta_blocker dtype: uint8 - name: recon_bronchodilator dtype: uint8 - name: recon_calcium_channel_blocker dtype: uint8 - name: recon_corticosteroid dtype: uint8 - name: recon_diuretic dtype: uint8 - name: recon_gi___acid_suppression dtype: uint8 - name: recon_insulin_glucose dtype: uint8 - name: recon_nitrate dtype: uint8 - name: current_temperature dtype: float64 - name: current_heartrate dtype: float64 - name: current_resprate dtype: float64 - name: current_o2sat dtype: float64 - name: current_sbp dtype: float64 - name: current_dbp dtype: float64 - name: current_pain dtype: float64 - name: current_pulse_pressure dtype: float64 - name: current_map dtype: float64 - name: time_since_last_hrs dtype: float64 - name: temperature_rolling2h dtype: float64 - name: heartrate_rolling2h dtype: float64 - name: resprate_rolling2h dtype: float64 - name: o2sat_rolling2h dtype: float64 - name: sbp_rolling2h dtype: float64 - name: dbp_rolling2h dtype: float64 - name: height_missing dtype: int64 - name: weight_missing dtype: int64 - name: pain_missing dtype: int64 - name: admission_missing dtype: int64 - name: admission_type_AMBULATORY OBSERVATION dtype: int64 - name: admission_type_DIRECT EMER. dtype: int64 - name: admission_type_DIRECT OBSERVATION dtype: int64 - name: admission_type_ELECTIVE dtype: int64 - name: admission_type_EU OBSERVATION dtype: int64 - name: admission_type_EW EMER. dtype: int64 - name: admission_type_OBSERVATION ADMIT dtype: int64 - name: admission_type_SURGICAL SAME DAY ADMISSION dtype: int64 - name: admission_type_URGENT dtype: int64 - name: arrival_transport_AMBULANCE dtype: int64 - name: arrival_transport_HELICOPTER dtype: int64 - name: arrival_transport_OTHER dtype: int64 - name: arrival_transport_UNKNOWN dtype: int64 - name: arrival_transport_WALK IN dtype: int64 - name: Chemistry-Blood_Pending dtype: int64 - name: Chemistry-Blood_Normal dtype: int64 - name: Chemistry-Blood_Abnormal dtype: int64 - name: Hematology-Blood_Pending dtype: int64 - name: Hematology-Blood_Normal dtype: int64 - name: Hematology-Blood_Abnormal dtype: int64 - name: Hematology-Urine_Pending dtype: int64 - name: Hematology-Urine_Normal dtype: int64 - name: Hematology-Urine_Abnormal dtype: int64 - name: Blood Gas-Blood_Pending dtype: int64 - name: Blood Gas-Blood_Normal dtype: int64 - name: Blood Gas-Blood_Abnormal dtype: int64 - name: Chemistry-Urine_Pending dtype: int64 - name: Chemistry-Urine_Normal dtype: int64 - name: Chemistry-Urine_Abnormal dtype: int64 - name: Chemistry-Other Body Fluid_Pending dtype: int64 - name: Chemistry-Other Body Fluid_Normal dtype: int64 - name: Chemistry-Other Body Fluid_Abnormal dtype: int64 - name: Hematology-Cerebrospinal Fluid_Pending dtype: int64 - name: Hematology-Cerebrospinal Fluid_Normal dtype: int64 - name: Hematology-Cerebrospinal Fluid_Abnormal dtype: int64 - name: Chemistry-Cerebrospinal Fluid_Pending dtype: int64 - name: Chemistry-Cerebrospinal Fluid_Normal dtype: int64 - name: Chemistry-Cerebrospinal Fluid_Abnormal dtype: int64 - name: Hematology-Ascites_Pending dtype: int64 - name: Hematology-Ascites_Normal dtype: int64 - name: Hematology-Ascites_Abnormal dtype: int64 - name: Chemistry-Ascites_Pending dtype: int64 - name: Chemistry-Ascites_Normal dtype: int64 - name: Chemistry-Ascites_Abnormal dtype: int64 - name: Chemistry-Pleural_Pending dtype: int64 - name: Chemistry-Pleural_Normal dtype: int64 - name: Chemistry-Pleural_Abnormal dtype: int64 - name: Hematology-Pleural_Pending dtype: int64 - name: Hematology-Pleural_Normal dtype: int64 - name: Hematology-Pleural_Abnormal dtype: int64 - name: Hematology-Joint Fluid_Pending dtype: int64 - name: Hematology-Joint Fluid_Normal dtype: int64 - name: Hematology-Joint Fluid_Abnormal dtype: int64 - name: Chemistry-Stool_Pending dtype: int64 - name: Chemistry-Stool_Normal dtype: int64 - name: Chemistry-Stool_Abnormal dtype: int64 - name: Hematology-Other Body Fluid_Pending dtype: int64 - name: Hematology-Other Body Fluid_Normal dtype: int64 - name: Hematology-Other Body Fluid_Abnormal dtype: int64 - name: Blood Gas-Other Body Fluid_Pending dtype: int64 - name: Blood Gas-Other Body Fluid_Normal dtype: int64 - name: Blood Gas-Other Body Fluid_Abnormal dtype: int64 - name: Hematology-Bone Marrow_Pending dtype: int64 - name: Hematology-Bone Marrow_Normal dtype: int64 - name: Hematology-Bone Marrow_Abnormal dtype: int64 - name: Hematology-Stool_Pending dtype: int64 - name: Hematology-Stool_Normal dtype: int64 - name: Hematology-Stool_Abnormal dtype: int64 - name: Chemistry-Joint Fluid_Pending dtype: int64 - name: Chemistry-Joint Fluid_Normal dtype: int64 - name: Chemistry-Joint Fluid_Abnormal dtype: int64 - name: URINE_Pending dtype: int64 - name: URINE_Normal dtype: int64 - name: URINE_Abnormal dtype: int64 - name: Rapid Respiratory Viral Screen & Culture_Pending dtype: int64 - name: Rapid Respiratory Viral Screen & Culture_Negative dtype: int64 - name: Rapid Respiratory Viral Screen & Culture_Positive dtype: int64 - name: Rapid Respiratory Viral Screen & Culture_Other dtype: int64 - name: PERITONEAL FLUID_Pending dtype: int64 - name: PERITONEAL FLUID_Negative dtype: int64 - name: PERITONEAL FLUID_Positive dtype: int64 - name: PERITONEAL FLUID_Other dtype: int64 - name: BLOOD CULTURE_Pending dtype: int64 - name: BLOOD CULTURE_Negative dtype: int64 - name: BLOOD CULTURE_Positive dtype: int64 - name: BLOOD CULTURE_Other dtype: int64 - name: STOOL_Pending dtype: int64 - name: STOOL_Negative dtype: int64 - name: STOOL_Positive dtype: int64 - name: STOOL_Other dtype: int64 - name: OTHER_Pending dtype: int64 - name: OTHER_Negative dtype: int64 - name: OTHER_Positive dtype: int64 - name: OTHER_Other dtype: int64 - name: PLEURAL FLUID_Pending dtype: int64 - name: PLEURAL FLUID_Negative dtype: int64 - name: PLEURAL FLUID_Positive dtype: int64 - name: PLEURAL FLUID_Other dtype: int64 - name: TISSUE_Pending dtype: int64 - name: TISSUE_Negative dtype: int64 - name: TISSUE_Positive dtype: int64 - name: TISSUE_Other dtype: int64 - name: SEROLOGY/BLOOD_Pending dtype: int64 - name: SEROLOGY/BLOOD_Negative dtype: int64 - name: SEROLOGY/BLOOD_Positive dtype: int64 - name: SEROLOGY/BLOOD_Other dtype: int64 - name: IMMUNOLOGY_Pending dtype: int64 - name: IMMUNOLOGY_Negative dtype: int64 - name: IMMUNOLOGY_Positive dtype: int64 - name: IMMUNOLOGY_Other dtype: int64 - name: MRSA SCREEN_Pending dtype: int64 - name: MRSA SCREEN_Negative dtype: int64 - name: MRSA SCREEN_Positive dtype: int64 - name: MRSA SCREEN_Other dtype: int64 - name: SWAB_Pending dtype: int64 - name: SWAB_Negative dtype: int64 - name: SWAB_Positive dtype: int64 - name: SWAB_Other dtype: int64 - name: JOINT FLUID_Pending dtype: int64 - name: JOINT FLUID_Negative dtype: int64 - name: JOINT FLUID_Positive dtype: int64 - name: JOINT FLUID_Other dtype: int64 - name: SPUTUM_Pending dtype: int64 - name: SPUTUM_Negative dtype: int64 - name: SPUTUM_Positive dtype: int64 - name: SPUTUM_Other dtype: int64 - name: FLUID,OTHER_Pending dtype: int64 - name: FLUID,OTHER_Negative dtype: int64 - name: FLUID,OTHER_Positive dtype: int64 - name: FLUID,OTHER_Other dtype: int64 - name: ABSCESS_Pending dtype: int64 - name: ABSCESS_Negative dtype: int64 - name: ABSCESS_Positive dtype: int64 - name: ABSCESS_Other dtype: int64 - name: BRONCHOALVEOLAR LAVAGE_Pending dtype: int64 - name: BRONCHOALVEOLAR LAVAGE_Negative dtype: int64 - name: BRONCHOALVEOLAR LAVAGE_Positive dtype: int64 - name: BRONCHOALVEOLAR LAVAGE_Other dtype: int64 - name: CSF;SPINAL FLUID_Pending dtype: int64 - name: CSF;SPINAL FLUID_Negative dtype: int64 - name: CSF;SPINAL FLUID_Positive dtype: int64 - name: CSF;SPINAL FLUID_Other dtype: int64 - name: Blood (CMV AB)_Pending dtype: int64 - name: Blood (CMV AB)_Negative dtype: int64 - name: Blood (CMV AB)_Positive dtype: int64 - name: Blood (CMV AB)_Other dtype: int64 - name: Blood (EBV)_Pending dtype: int64 - name: Blood (EBV)_Negative dtype: int64 - name: Blood (EBV)_Positive dtype: int64 - name: Blood (EBV)_Other dtype: int64 - name: BILE_Pending dtype: int64 - name: BILE_Negative dtype: int64 - name: BILE_Positive dtype: int64 - name: BILE_Other dtype: int64 - name: ecg_status_Normal dtype: int64 - name: ecg_status_Moderate dtype: int64 - name: ecg_status_Acute dtype: int64 - name: rad_status_Normal dtype: int64 - name: rad_status_Moderate dtype: int64 - name: rad_status_Acute dtype: int64 - name: terminal_code dtype: int64 - name: step_idx dtype: int64 - name: p_icu dtype: float32 splits: - name: rl_train num_bytes: 778064791 num_examples: 448737 download_size: 35903153 dataset_size: 778064791 configs: - config_name: default data_files: - split: rl_train path: data/rl_train-* ---
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ADS599-Capstone
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