{"id":"W2285595479","doi":"10.1007/s00267-015-0637-3","title":"Barriers and Solutions to Smart Water Grid Development","year":2015,"lang":"en","type":"article","venue":"Environmental Management","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Ministry of Land, Infrastructure and Transport; Government of Ontario; Victorian Water Trust","keywords":"Business; Smart grid; Sustainable development; Environmental economics; Government (linguistics); Computer security; Environmental planning; Computer science; Engineering; Environmental science; Economics; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004182059,0.0004449936,0.0004630756,0.001269938,0.002827344,0.00810362,0.001502477,0.004039626,0.01737211],"category_scores_gemma":[0.01281235,0.0003547419,0.0004429868,0.00166586,0.005941125,0.01077494,0.008025205,0.006363689,0.001299293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004749029,"about_ca_system_score_gemma":0.01214341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01173509,"about_ca_topic_score_gemma":0.01865028,"domain_scores_codex":[0.996007,0.001226582,0.0002148166,0.00026656,0.001274165,0.001010932],"domain_scores_gemma":[0.9935989,0.00265571,0.0007777378,0.0004027605,0.001504458,0.001060323],"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":[0.00002521074,0.00004620883,0.0007416753,0.0002446859,0.00000737165,0.0001362514,0.001410291,0.0009210307,0.0003698461,0.9623249,0.01567035,0.01810209],"study_design_scores_gemma":[0.00002301547,0.00003692714,0.001358923,0.0008736036,0.00001430212,0.0001387559,0.009426197,0.001907074,0.0006174865,0.6608968,0.324675,0.00003204961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09557806,0.01591839,0.04387553,0.4457938,0.002220988,0.0002089765,0.0003612268,0.0003276063,0.3957154],"genre_scores_gemma":[0.8923753,0.01213335,0.01201969,0.01701044,0.0005332482,0.0003085004,0.0001943936,0.0001408495,0.06528424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01737211,"threshold_uncertainty_score":0.05811548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008795802069511603,"score_gpt":0.1555451255105171,"score_spread":0.1467493234410054,"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."}}