{"id":"W2323889310","doi":"10.1016/j.jup.2016.01.002","title":"To corporatize or not to corporatize (and if so, how?)","year":2016,"lang":"en","type":"article","venue":"Utilities Policy","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":76,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"International Development Research Centre; Inter-American Development Bank","keywords":"Corporatization; Commercialization; Equity (law); Scope (computer science); Electricity; Business; Deregulation; Service (business); Market economy; Core (optical fiber); Economics; Industrial organization; Public economics; Marketing; Political science; Engineering; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003869501,0.0003528956,0.0003667275,0.0007958476,0.0002455921,0.001002059,0.0004954951,0.0001075019,0.000419639],"category_scores_gemma":[0.00183702,0.0002400441,0.00006488796,0.001004265,0.0001909054,0.001447548,0.0007022966,0.0000915647,0.001547492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109069,"about_ca_system_score_gemma":0.0002335222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001556281,"about_ca_topic_score_gemma":0.0006023403,"domain_scores_codex":[0.9979749,0.00002091597,0.0003150945,0.0005383857,0.0003850311,0.0007656779],"domain_scores_gemma":[0.998707,0.0001553215,0.0001889523,0.0005933125,0.0002357651,0.0001196763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007833964,0.00007858074,0.01017011,0.0003168812,0.00006020845,0.00003268298,0.001449593,0.000002034696,0.005860029,0.651333,0.3053107,0.02460276],"study_design_scores_gemma":[0.001004215,0.00007570266,0.01720834,0.0001127867,0.00002269756,0.000005663656,0.0009078705,0.00005687501,0.001356734,0.009991307,0.9686298,0.0006280288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.798403,0.0000195243,0.0005914226,0.1341373,0.0007101421,0.001299368,0.00007793827,0.0006272842,0.06413405],"genre_scores_gemma":[0.922794,0.000004976152,0.0004474273,0.0235043,0.003459488,0.00009368879,0.000009574956,0.00005883896,0.0496277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6633191,"threshold_uncertainty_score":0.9992299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06397728836242651,"score_gpt":0.2941419762821096,"score_spread":0.2301646879196831,"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."}}