{"id":"W3201561318","doi":"10.1287/serv.2021.0276","title":"On the Impact of Treatment Restrictions for the Indigent Suffering from a Chronic Disease: The Case of Compassionate Dialysis","year":2021,"lang":"en","type":"article","venue":"Service Science","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Overcrowding; Medicine; Dialysis; Disease; Intensive care medicine; Emergency department; Stylized fact; Kidney disease; End stage renal disease; Medical emergency; Nursing; Economics; Psychiatry","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":[0.004140408,0.001522269,0.001215647,0.001330553,0.001488718,0.002945811,0.001771886,0.003487862,0.005424329],"category_scores_gemma":[0.01816233,0.0005648666,0.001145006,0.0008937219,0.003430029,0.00380292,0.002753242,0.003567635,0.0002498497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003754515,"about_ca_system_score_gemma":0.002321024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02102746,"about_ca_topic_score_gemma":0.01136784,"domain_scores_codex":[0.9981521,0.0009888647,0.00003469296,0.0001878124,0.0001447432,0.0004917828],"domain_scores_gemma":[0.9813054,0.01435157,0.002022685,0.0003597327,0.0009493995,0.001011163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001568126,0.0002168336,0.005506095,0.0001270493,0.00006462647,0.0008006725,0.0002577629,0.8380501,0.0007664362,0.1470908,0.003061654,0.003901073],"study_design_scores_gemma":[0.0000328986,0.0001037691,0.001751648,0.00004353678,0.00004413202,0.0001208736,0.0005480842,0.9610105,0.000149638,0.03513196,0.001028467,0.00003447625],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6777613,0.004507188,0.216559,0.02568671,0.000601557,0.0004355336,0.001137301,0.0001693813,0.07314193],"genre_scores_gemma":[0.9832434,0.001446835,0.009301994,0.0005870889,0.0002211599,0.0001180604,0.000123303,0.00005226798,0.004905768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02102746,"threshold_uncertainty_score":0.04181015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03817625346934813,"score_gpt":0.3505152695270235,"score_spread":0.3123390160576754,"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."}}