{"id":"W2177208847","doi":"10.3390/socsci4041162","title":"Who Benefits from Public Healthcare Subsidies in Egypt?","year":2015,"lang":"en","type":"article","venue":"Social Sciences","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Subsidy; Public healthcare; Health care; Business; Public health; Economic growth; Public economics; Environmental health; Medicine; Economics; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00144079,0.00008888253,0.0003115791,0.0001718054,0.0003056728,0.0001201223,0.0002791671,0.0001248377,0.00003398154],"category_scores_gemma":[0.0001229614,0.00007496749,0.00005101377,0.0006790903,0.0001746174,0.0003741544,0.00005273811,0.0001147169,0.0001833643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001884753,"about_ca_system_score_gemma":0.0001778734,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06930062,"about_ca_topic_score_gemma":0.02044054,"domain_scores_codex":[0.9986813,0.0000313736,0.0004404632,0.0003303174,0.00009367365,0.0004228817],"domain_scores_gemma":[0.9995376,0.00001283973,0.0001811634,0.00008677622,0.00004349479,0.0001380612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001666757,0.00001809219,0.6451028,0.00001049916,0.00000380998,0.000001176992,0.006328589,0.00000363465,2.877259e-7,0.3355235,0.0005748523,0.01243113],"study_design_scores_gemma":[0.0003475671,0.00009675404,0.8105828,0.00002874152,2.799771e-7,6.385226e-7,0.006961973,0.0001238625,0.000003609739,0.1384849,0.04310923,0.0002596532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9434572,0.007591783,0.00001012001,0.02525821,0.0009702115,0.0001316881,0.0001072516,0.00002946069,0.02244402],"genre_scores_gemma":[0.9986591,0.0001589425,0.00005986755,0.0004804245,0.0004033439,0.00001282776,0.000005174362,0.000006116801,0.0002142527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1970386,"threshold_uncertainty_score":0.9974338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.309313820399188,"score_gpt":0.3254594934313659,"score_spread":0.01614567303217795,"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."}}