{"id":"W4362495637","doi":"10.2139/ssrn.4406108","title":"Lessons on Strategic Purchasing of Health Services in Kenya","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"Business; Purchasing; Health services; Marketing; Medicine; Environmental health; Population","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":[0.002804829,0.0001301034,0.0002096098,0.0007638688,0.0001683657,0.0001425273,0.0003185839,0.0000438271,0.00003125869],"category_scores_gemma":[0.00001409772,0.0001158942,0.00006655401,0.001066873,0.00001798714,0.0005701287,0.00005962201,0.0007384791,0.0001517043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002523607,"about_ca_system_score_gemma":0.0007341746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001003312,"about_ca_topic_score_gemma":0.003309115,"domain_scores_codex":[0.9974777,0.00002474712,0.0003639068,0.0001481819,0.0002818385,0.001703633],"domain_scores_gemma":[0.9994457,0.0000181186,0.0003553103,0.0001145279,0.00005337585,0.00001291233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003488471,0.00008444038,0.006836482,0.0001560469,0.00004177575,0.000002525674,0.0001329106,0.0001587065,0.0001819819,0.9669428,0.000228055,0.02519941],"study_design_scores_gemma":[0.001294691,0.0001130191,0.01841778,0.0003033772,0.00001424144,0.00001344385,0.005894176,0.001825166,0.00001481818,0.9633025,0.008560945,0.0002458627],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967133,0.0007511578,0.00003794888,0.01542258,0.0002043596,0.0001525127,0.000001251765,0.00008758916,0.01620959],"genre_scores_gemma":[0.9975175,0.0007149013,0.00000325611,0.0007399506,0.0006270012,0.000003072964,0.00001413349,0.0000190193,0.0003611489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03038451,"threshold_uncertainty_score":0.4726029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03518612312357199,"score_gpt":0.2948299238122248,"score_spread":0.2596438006886528,"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."}}