{"id":"W4391045140","doi":"10.51594/estj.v5i1.729","title":"INCORPORATING ENERGY EFFICIENCY IN URBAN PLANNING: A REVIEW OF POLICIES AND BEST PRACTICES","year":2024,"lang":"en","type":"review","venue":"Engineering Science & Technology Journal","topic":"Energy, Environment, and Transportation Policies","field":"Energy","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Efficient energy use; Urban planning; Business; Environmental planning; Carbon footprint; Best practice; Renewable energy; Environmental economics; Sustainable development; Energy planning; Urbanization; Environmental resource management; Greenhouse gas; Economic growth; Economics; Engineering; Political science; Civil engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009652081,0.0003843299,0.001037649,0.003244654,0.0001383685,0.00007604657,0.0007340517,0.0002691947,0.000007329544],"category_scores_gemma":[0.0006025598,0.0003074711,0.0001374757,0.003532572,0.0007070517,0.0003063372,0.0001157352,0.0009483757,0.000003945913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001496011,"about_ca_system_score_gemma":0.0003640304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007588921,"about_ca_topic_score_gemma":0.00001187524,"domain_scores_codex":[0.9976481,0.00003342584,0.001031018,0.000410817,0.0004097787,0.0004669015],"domain_scores_gemma":[0.9982921,0.00009989132,0.0011428,0.0003107619,0.00004826192,0.0001061298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003204541,0.0002899134,0.0006063778,0.09805235,0.0002985199,0.0006325211,0.001223534,0.01339079,0.0003625652,0.4269628,0.0001996071,0.4579778],"study_design_scores_gemma":[0.00008979502,0.0001253946,0.00001513349,0.1150814,0.0004067347,0.001067852,0.0001353584,0.0002290293,0.00006150766,0.0004100726,0.8819508,0.0004269715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003856834,0.9980106,0.0002171325,0.000158817,0.0002601813,0.00009181149,0.000004595557,0.00008950906,0.0007816132],"genre_scores_gemma":[0.005153163,0.9937255,0.0008175068,0.00002535928,0.00008652249,0.00003322355,0.00000350393,0.00004182347,0.0001134258],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8817512,"threshold_uncertainty_score":0.9999377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02840956424141362,"score_gpt":0.3203898903828666,"score_spread":0.291980326141453,"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."}}