{"id":"W6991744941","doi":"","title":"Infrastructure innovation: the road ahead","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002393798,0.0001296875,0.00009902911,0.0002107348,0.0002081837,0.0003897755,0.0004106627,0.0000628702,0.005308912],"category_scores_gemma":[0.0002420783,0.0000893824,0.00003113226,0.001670405,0.00006189902,0.0009084845,0.0001695532,0.0001970897,0.001420111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002155625,"about_ca_system_score_gemma":0.000008752455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000161379,"about_ca_topic_score_gemma":0.000007601496,"domain_scores_codex":[0.9990767,0.000008487924,0.0001929096,0.0001871513,0.0002665216,0.0002682119],"domain_scores_gemma":[0.9993284,0.00001846108,0.0001301407,0.0003415229,0.0001758368,0.000005636892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006348781,0.00002888629,0.007488458,0.00004004984,0.0000189835,0.000005227237,0.0001271983,0.0000147179,0.002560861,0.3811373,0.5528243,0.05574768],"study_design_scores_gemma":[0.0003043599,0.000003598878,0.02621704,0.00001089238,0.00001246467,0.000003497312,0.0000839511,0.005369412,0.0001218251,0.0346191,0.9330723,0.0001815472],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2259559,0.00002486616,0.00007124109,0.02008739,0.0004074123,0.0002032653,7.631888e-7,0.0001864923,0.7530626],"genre_scores_gemma":[0.9868564,0.000002154997,0.000193658,0.008937545,0.001679613,0.00002128118,0.00001156515,0.00001876411,0.002278998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7609005,"threshold_uncertainty_score":0.9993574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03743075662779403,"score_gpt":0.242829739996974,"score_spread":0.20539898336918,"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."}}