{"id":"W3097631769","doi":"10.5539/jsd.v13n6p119","title":"The Prediction of Stakeholder participation in Project Execution on Completion of Urban Roads Transport Infrastructure Projects in Kenya","year":2020,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stakeholder; Work (physics); Business; Stakeholder analysis; Government (linguistics); Stakeholder engagement; Descriptive statistics; Service (business); Environmental planning; Environmental resource management; Process management; Operations management; Marketing; Public relations; Geography; Political science; Economics; Engineering","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":[0.001262602,0.0001554525,0.0003081871,0.0006964341,0.00007773805,0.00005284259,0.0002239302,0.00007920434,0.000008895656],"category_scores_gemma":[0.0003651368,0.0001175685,0.00005032428,0.001432024,0.00004498507,0.001011062,0.00004720197,0.0002729189,8.377091e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003349276,"about_ca_system_score_gemma":0.000551343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008240818,"about_ca_topic_score_gemma":0.00004196198,"domain_scores_codex":[0.9977904,0.00004781189,0.001071218,0.0001580192,0.000605534,0.0003270137],"domain_scores_gemma":[0.9982481,0.00003879545,0.0009655465,0.00009979381,0.000630398,0.00001738639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002568184,0.0006680947,0.9387109,0.002232871,0.0001081211,0.0001329054,0.02040152,0.01068455,0.002162026,0.0135528,0.004345308,0.004432735],"study_design_scores_gemma":[0.001689508,0.0001363945,0.9593274,0.0002248042,0.00002304596,0.000001699203,0.01221763,0.001723766,0.001973582,0.0002862657,0.02226542,0.0001304876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970519,0.00003528659,0.0002148156,0.0008171798,0.00009436987,0.0007764439,9.708521e-7,0.00001164985,0.0009973695],"genre_scores_gemma":[0.9994585,0.00001144369,0.0001725965,0.0001218723,0.0001377977,0.0000293626,0.0000186304,0.00001435,0.00003542805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02061652,"threshold_uncertainty_score":0.4794303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0528713147900482,"score_gpt":0.2553406092668519,"score_spread":0.2024692944768037,"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."}}