{"id":"W4290996671","doi":"10.52700/assap.v3i1.133","title":"Institutional Corruption in the Health Sector and Role of Administration: A Case Study of Pakistan","year":2022,"lang":"en","type":"article","venue":"ANNALS OF SOCIAL SCIENCES AND PERSPECTIVE","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Transparency (behavior); Language change; Accountability; Health care; Business; Corporate governance; Human resources; Government (linguistics); Service delivery framework; Sustainability; Economic growth; Public economics; Economics; Finance; Service (business); Political science; Marketing","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":[0.001318023,0.00003226165,0.0001567303,0.0000762699,0.0003646569,0.0000083901,0.00005008848,0.00001371046,0.00001448365],"category_scores_gemma":[0.00001132166,0.00002448134,0.00001974495,0.0002792311,0.0001816017,0.00006739811,0.00002039071,0.00005419712,4.832836e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002714783,"about_ca_system_score_gemma":0.0001040384,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06577595,"about_ca_topic_score_gemma":0.004028981,"domain_scores_codex":[0.9994206,0.00004855178,0.0002786798,0.0001163238,0.00006364242,0.0000721629],"domain_scores_gemma":[0.9996374,0.00001489177,0.0002646399,0.00002943546,0.00003855456,0.00001508116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003119372,0.0003611624,0.08006015,0.00003339132,0.00001284322,0.000006643916,0.2443054,0.00001568908,0.000002914103,0.6732534,0.0000109533,0.001906298],"study_design_scores_gemma":[0.0001859363,0.001849425,0.2433927,0.000003904616,4.444211e-7,0.0000381517,0.7437023,0.00006621796,0.000001602031,0.01045375,0.0002685683,0.00003700445],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945796,0.001358649,0.000001997241,0.00173063,0.0000358207,0.0001940349,0.0001085407,8.045592e-7,0.001989908],"genre_scores_gemma":[0.9998264,0.00006469128,0.000004657009,0.00006599437,0.00002266864,0.000009239457,5.487467e-7,8.474777e-7,0.000005003238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6627996,"threshold_uncertainty_score":0.9404451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1642809182341921,"score_gpt":0.4076234324590829,"score_spread":0.2433425142248908,"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."}}