{"id":"W6986747792","doi":"","title":"Proven Delivery Models for LED Public Lighting : Joint Procurement Delivery Model - Ontario, Canada","year":2016,"lang":"en","type":"report","venue":"The World Bank Open Knowledge Repository (World Bank)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Incentive; Incentive program; Energy conservation; Procurement; Government (linguistics); Efficient energy use; Context (archaeology); Electricity; Local government","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","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.008930977,0.003831105,0.0047381,0.002171982,0.004413282,0.002939889,0.009057294,0.0007694265,0.0007242205],"category_scores_gemma":[0.0005222836,0.002813392,0.001830841,0.002237557,0.0006383458,0.002877796,0.0065753,0.003383567,0.0004032128],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.04992282,"about_ca_system_score_gemma":0.1269949,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7554932,"about_ca_topic_score_gemma":0.9972608,"domain_scores_codex":[0.9787838,0.001357559,0.005663013,0.004853222,0.004950312,0.004392137],"domain_scores_gemma":[0.9755955,0.001292326,0.005554693,0.006390455,0.00985609,0.001310895],"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":[0.0009781802,0.001107805,0.0002223544,0.001555416,0.003613163,0.0002282869,0.001046648,0.002702146,0.002717142,0.001916151,0.9779469,0.005965754],"study_design_scores_gemma":[0.003494884,0.0001833463,0.0001607065,0.006576695,0.002726577,0.0003036826,0.00008462862,0.03368705,0.005961145,0.001693866,0.9403561,0.00477137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002652331,0.01146142,0.0006063671,0.001814388,0.00981159,0.02422635,0.001206382,0.0008818365,0.9473394],"genre_scores_gemma":[0.2259262,0.0001282771,0.001693678,0.000243422,0.004249696,0.009091485,0.0005153854,0.00166216,0.7564897],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2417676,"threshold_uncertainty_score":0.9989157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.089769044167861,"score_gpt":0.2904144252119683,"score_spread":0.2006453810441073,"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."}}