{"id":"W598881693","doi":"","title":"Innovative public-private partnerships in road maintenance and management: a contractor's perspective","year":2011,"lang":"en","type":"article","venue":"24th World Road CongressWorld Road Association (PIARC)","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procurement; General partnership; Public–private partnership; Business; Finance; Contract management; Agency (philosophy); Private sector; Public sector; Service (business); Public administration; Economic growth; Economics; Marketing; Economy; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002902174,0.0008553263,0.000977095,0.0026934,0.0005133176,0.001229497,0.001073864,0.0002783104,0.0006189815],"category_scores_gemma":[0.001709788,0.0008659884,0.0001853748,0.006404134,0.000255651,0.004921325,0.0009592082,0.001052236,0.0004712389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001296156,"about_ca_system_score_gemma":0.0001296915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001999714,"about_ca_topic_score_gemma":0.01079447,"domain_scores_codex":[0.9940515,0.0002396136,0.001246839,0.001452057,0.001126498,0.00188352],"domain_scores_gemma":[0.995565,0.0001585502,0.001840196,0.0007757979,0.00153601,0.0001244639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002481699,0.000414608,0.3804188,0.0001425665,0.0004632448,0.0001211709,0.001020917,0.000003038941,0.00004571782,0.5954586,0.009062955,0.01260015],"study_design_scores_gemma":[0.004804628,0.00002469518,0.8027775,0.0003284255,0.0001258078,0.000002912148,0.001856157,0.00161833,0.00008535587,0.01224786,0.1747564,0.001371935],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2328187,0.0006254998,0.0001181422,0.02273044,0.001968264,0.003470055,0.00003966382,0.001079546,0.7371497],"genre_scores_gemma":[0.9807438,0.0001066749,0.0003670051,0.003819768,0.0007708033,0.0004398465,0.00008544686,0.000126023,0.01354064],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7479251,"threshold_uncertainty_score":0.9998073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05703283255863848,"score_gpt":0.2600428654183689,"score_spread":0.2030100328597304,"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."}}