{"id":"W3180257963","doi":"10.3390/atmos12070882","title":"How Much Building Renewable Energy Is Enough? The Vertical City Weather Generator (VCWG v1.4.4)","year":2021,"lang":"en","type":"article","venue":"Atmosphere","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; University of Guelph","keywords":"Renewable energy; Sizing; Environmental economics; Electricity; Energy consumption; Environmental science; Photovoltaic system; Photovoltaics; Consumption (sociology); Computer science; Architectural engineering; Engineering; Economics; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002211438,0.0002702611,0.0002144606,0.0001388144,0.0002004707,0.0006124358,0.0004556001,0.0002233659,0.005233628],"category_scores_gemma":[0.0005389972,0.0001497992,0.0001864697,0.0004124816,0.0001696958,0.0004611129,0.0002363485,0.0003010216,0.0006303507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007042456,"about_ca_system_score_gemma":0.00097395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04258322,"about_ca_topic_score_gemma":0.1425716,"domain_scores_codex":[0.9999151,0.00001475623,0.000002520027,0.00001132507,0.00004222172,0.00001408326],"domain_scores_gemma":[0.9999301,0.00002323921,0.000006689894,0.000009714162,0.00002245486,0.000007818914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006273811,0.00006901643,0.02417108,0.0005622124,0.000125188,0.0001997588,0.0001783225,0.4780046,0.02812437,0.03970905,0.0755138,0.3527152],"study_design_scores_gemma":[0.0002347625,0.0001540244,0.01950057,0.0001153599,0.000121,0.0001511341,0.0003028934,0.7483866,0.03502387,0.01991099,0.176012,0.00008686096],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4364579,0.002530812,0.3218478,0.004505889,0.0004860424,0.0002955977,0.008482723,0.01432909,0.2110641],"genre_scores_gemma":[0.9138024,0.0008258417,0.06515821,0.0002154304,0.00002759492,0.00005354371,0.002536157,0.001044043,0.01633677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04258322,"threshold_uncertainty_score":0.08467072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008388280652477998,"score_gpt":0.1868303517811897,"score_spread":0.1784420711287117,"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."}}