{"id":"W1600586285","doi":"10.1108/17538370910971027","title":"Managing delivery of sanitation infrastructures for poor communities","year":2009,"lang":"en","type":"article","venue":"International Journal of Managing Projects in Business","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Sanitation; Business; Decentralization; Context (archaeology); Local government; Sustainability; Service delivery framework; Environmental planning; Government (linguistics); Environmental resource management; Local community; Urbanization; Service (business); Economic growth; Marketing; Economics; Public administration; Political science; Engineering","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":[0.0008397551,0.0001891957,0.000305184,0.002173616,0.00006685816,0.0003234056,0.0009698428,0.00005951845,0.00002033857],"category_scores_gemma":[0.0003630664,0.0001806635,0.00009997519,0.0007012844,0.00006613273,0.002412782,0.0001462113,0.0001980164,0.000002329024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001126258,"about_ca_system_score_gemma":0.00009060117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004263547,"about_ca_topic_score_gemma":0.0001145786,"domain_scores_codex":[0.9983324,0.0000262084,0.000704551,0.0001305391,0.0005665061,0.0002398183],"domain_scores_gemma":[0.9966484,0.0001469139,0.0009965381,0.0001475395,0.002050268,0.00001039045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006325972,0.00156082,0.09511028,0.00315859,0.001087769,0.0004209439,0.007716505,0.06668194,0.009731414,0.3395998,0.01800273,0.4506032],"study_design_scores_gemma":[0.01160998,0.0002186534,0.5675496,0.004846383,0.0003017074,0.0002059909,0.01241392,0.05361355,0.00217871,0.3158898,0.02967979,0.001491839],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647476,0.0002651233,0.009360295,0.01306203,0.002360983,0.0005145782,0.000006547186,0.00006008855,0.009622768],"genre_scores_gemma":[0.9941814,0.00006410348,0.00311878,0.001662093,0.0008915974,0.000006443654,0.00003081127,0.00002205323,0.00002273461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4724393,"threshold_uncertainty_score":0.7367244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03509198751689355,"score_gpt":0.2880219062341479,"score_spread":0.2529299187172543,"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."}}