{"id":"W7134140749","doi":"10.5281/zenodo.18903441","title":"Methodological Assessment and Risk Reduction Evaluation of District Hospital Systems in South Africa Using Difference-in-Differences Modelling","year":2010,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Psychological intervention; Health care; Public health; Sustainability; Intervention (counseling); District hospital; Public health interventions","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1762868,0.001316877,0.003030984,0.002084741,0.001178216,0.00271999,0.003950627,0.00202573,0.002984674],"category_scores_gemma":[0.3186785,0.001408514,0.005879321,0.002388499,0.001441957,0.001507508,0.004017108,0.002526697,0.0001242442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008492816,"about_ca_system_score_gemma":0.007636054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01469361,"about_ca_topic_score_gemma":0.008389069,"domain_scores_codex":[0.7311671,0.2529854,0.007168813,0.003362608,0.003538179,0.001778001],"domain_scores_gemma":[0.5533637,0.4134113,0.01418513,0.01025803,0.007513285,0.001268478],"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":[0.01513801,0.001875342,0.06568469,0.006389065,0.01486702,0.0003393813,0.002598642,0.7127953,0.0007713378,0.06735138,0.001566301,0.1106235],"study_design_scores_gemma":[0.004886664,0.005394157,0.02146162,0.000891499,0.004028125,0.0001151723,0.001312281,0.9040132,0.003125795,0.04910861,0.00546984,0.0001930234],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3749146,0.002165114,0.5992879,0.001818987,0.000287271,0.01672422,0.001608909,0.0002604532,0.002932443],"genre_scores_gemma":[0.7966719,0.0003350021,0.1901312,0.0002181785,0.00003311061,0.01150103,0.000470346,0.00002861874,0.000610524],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1762868,"threshold_uncertainty_score":0.9323049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3830715369186082,"score_gpt":0.4146473400186864,"score_spread":0.03157580310007818,"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."}}