{"id":"W2137461186","doi":"10.3390/su2010354","title":"Toward Environmentally Sustainable Construction Processes: The U.S. and Canada’s Perspective on Energy Consumption and GHG/CAP Emissions","year":2010,"lang":"en","type":"article","venue":"Sustainability","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Natural Resources; University of Alberta","funders":"Division of Civil, Mechanical and Manufacturing Innovation; Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Greenhouse gas; Environmentally friendly; Energy consumption; Incentive; Sustainable development; Consumption (sociology); Environmental economics; Environmental impact assessment; Environmental planning; Business; Sustainability; Natural resource economics; Environmental resource management; Engineering; Environmental science; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005068401,0.000304644,0.0002115537,0.00003222753,0.0008597262,0.00009352958,0.0002130998,0.00013956,0.0009736361],"category_scores_gemma":[0.001153178,0.0002277133,0.00003856483,0.0001372183,0.002388335,0.000401346,0.0004536448,0.00044886,0.000003419829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003715519,"about_ca_system_score_gemma":0.0005145965,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4006244,"about_ca_topic_score_gemma":0.1982397,"domain_scores_codex":[0.9978421,0.0001569641,0.0002624106,0.0006997075,0.0004250162,0.0006138146],"domain_scores_gemma":[0.9987599,0.0002247888,0.0001093877,0.0005117668,0.00006613431,0.0003280507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002702067,0.0003732886,0.9501118,0.0003246244,0.00003143066,0.00005760295,0.004473166,0.0001273718,0.0007926823,0.03504498,0.001189321,0.007203501],"study_design_scores_gemma":[0.0006762818,0.0002259645,0.8527224,0.000006090766,0.00004548382,0.00009740781,0.07479973,0.0001080859,0.001391424,0.04456256,0.02486258,0.000501996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890174,0.00008564118,0.00008115239,0.006445126,0.00007391984,0.0007557223,0.00001434413,0.00003649457,0.003490169],"genre_scores_gemma":[0.9977686,0.00008505356,0.0001110642,0.0004287198,0.00003177837,0.00008294949,0.000006423254,0.00001837858,0.001466988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2023848,"threshold_uncertainty_score":0.9999396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004482568777848072,"score_gpt":0.2199799869109002,"score_spread":0.2154974181330521,"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."}}