{"id":"W4414309693","doi":"10.1016/j.enpol.2025.114885","title":"Assessing the effectiveness of municipal climate actions: A scoring system for residential energy retrofit initiatives","year":2025,"lang":"en","type":"article","venue":"Energy Policy","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Canada First Research Excellence Fund; Concordia University; Canada Excellence Research Chairs, Government of Canada; Canada Research Chairs","keywords":"Retrofitting; Renewable energy; Climate change; Energy system; Climate change mitigation; Efficient energy use; Energy policy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003541406,0.0001406663,0.0002049324,0.0002768636,0.0002310213,0.00006927859,0.0001860261,0.00009860913,0.000001315215],"category_scores_gemma":[0.00007660031,0.0001226154,0.00009451815,0.0005280632,0.00004381881,0.0003004715,0.00005930121,0.0000730398,9.429884e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001623216,"about_ca_system_score_gemma":0.00006341313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008757,"about_ca_topic_score_gemma":0.00008437849,"domain_scores_codex":[0.999097,0.0001738417,0.0002515284,0.00014387,0.00009111055,0.0002426199],"domain_scores_gemma":[0.999102,0.0004903861,0.00006661868,0.0002611384,0.00005604085,0.00002380801],"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":[0.00002836693,0.000006577048,0.00006612002,0.0002185729,0.00008176042,3.520933e-7,0.00003655128,0.5015486,0.002641139,0.4942065,0.00001202155,0.001153441],"study_design_scores_gemma":[0.001837831,0.00007396811,0.006836178,0.002427506,0.0001925668,0.00001146945,0.000684831,0.6240709,0.3515819,0.005855673,0.005901456,0.0005256647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2290595,0.001169565,0.7192354,0.0000771193,0.001901585,0.0001919743,0.00002510122,0.0007047512,0.04763497],"genre_scores_gemma":[0.9987572,0.0001861105,0.0005141319,0.00002461875,0.0002310652,0.0001772667,0.00001977167,0.00002900056,0.00006085515],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7696977,"threshold_uncertainty_score":0.500011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692181775855299,"score_gpt":0.3064307213402019,"score_spread":0.2895089035816489,"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."}}