{"id":"W6906661464","doi":"10.18280/ijsdp.200603","title":"Diagnosing Government Responsibilities in the Implementation of Public-Private Partnership System for Infrastructure Procurement","year":2025,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Covenant University","keywords":"General partnership; Procurement; Government (linguistics); Government procurement","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00288843,0.0001311438,0.000189756,0.0005961334,0.0001256384,0.0004462356,0.0004265581,0.00004271823,0.000006872832],"category_scores_gemma":[0.000595013,0.000099738,0.00004341646,0.0003404145,0.00003005169,0.001081134,0.0001571801,0.0001249783,2.040357e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004387175,"about_ca_system_score_gemma":0.0002952462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000249419,"about_ca_topic_score_gemma":0.00001518707,"domain_scores_codex":[0.9982635,0.00003806227,0.00067884,0.0001321522,0.0006217499,0.0002657431],"domain_scores_gemma":[0.9982728,0.000259441,0.0006221775,0.00007092975,0.0007639699,0.00001062581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005789841,0.00008163138,0.548443,0.00146226,0.000317775,0.0001805397,0.01114957,0.0002861829,0.0001621085,0.4215399,0.003660591,0.0121375],"study_design_scores_gemma":[0.002844431,0.0000381512,0.2844754,0.0008591184,0.00005423155,0.0000159482,0.5160446,0.0002737544,0.003006556,0.005946852,0.1861941,0.0002468641],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933815,0.0001983828,0.00151092,0.002154219,0.0003009596,0.0004669342,0.000001543676,0.000009227277,0.001976296],"genre_scores_gemma":[0.9983929,0.000004069228,0.0008674787,0.0003690675,0.0002171101,0.00005091859,0.0000130975,0.000007075175,0.00007822398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.504895,"threshold_uncertainty_score":0.4303061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02880749441875296,"score_gpt":0.3040031879472168,"score_spread":0.2751956935284638,"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."}}