{"id":"W2081324415","doi":"10.1080/00139157.2014.964092","title":"Building-Integrated Photovoltaics: Distributed Energy Development for Urban Sustainability","year":2014,"lang":"en","type":"article","venue":"Environment Science and Policy for Sustainable Development","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec; Concordia University; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Photovoltaics; Sustainability; Environmental science; Distributed generation; Photovoltaic system; Architectural engineering; Environmental economics; Business; Environmental planning; Renewable energy; Engineering; Electrical engineering; Economics; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004863205,0.000728687,0.0003745051,0.001019032,0.0004971275,0.002241639,0.0009396144,0.0009161257,0.5398194],"category_scores_gemma":[0.001071692,0.0003204617,0.000422615,0.001769779,0.0002168873,0.002942753,0.001769708,0.001032864,0.2214373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004306051,"about_ca_system_score_gemma":0.0003868127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009006775,"about_ca_topic_score_gemma":0.002391265,"domain_scores_codex":[0.9997439,0.00002720026,0.000006991896,0.00003074226,0.0001622317,0.00002898793],"domain_scores_gemma":[0.9994679,0.0001106648,0.00002921731,0.00009780325,0.0001733091,0.0001211188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003870378,0.00003577201,0.0002611473,0.0002239481,0.00000557035,0.000037785,0.00003687225,0.000360123,0.001756616,0.003733068,0.7706055,0.2229049],"study_design_scores_gemma":[0.00002535879,0.00002894306,0.000743155,0.0001068332,0.000006717823,0.0001086264,0.00004378741,0.0009555197,0.00116759,0.003398898,0.9934025,0.00001210592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002633164,0.00689375,0.03746035,0.005826528,0.003693116,0.0002577831,0.005797465,0.02684722,0.9105906],"genre_scores_gemma":[0.04154412,0.0132425,0.02620649,0.001709304,0.002355263,0.0002600447,0.009031692,0.004828402,0.9008222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5398194,"threshold_uncertainty_score":0.6563917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004861188504335193,"score_gpt":0.2067596618361659,"score_spread":0.2018984733318307,"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."}}