{"id":"W4297826655","doi":"10.3390/resources11080076","title":"Absolute Environmental Sustainability of Materials Dissipation: Application for Construction Sector","year":2022,"lang":"en","type":"article","venue":"Resources","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Université du Québec à Montréal","funders":"","keywords":"Dissipation; Sustainability; Resource (disambiguation); Operationalization; Environmental economics; Environmental science; Natural resource economics; Computer science; Economics; Thermodynamics; Physics; Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004106687,0.0001086799,0.0001473538,0.00002458055,0.0003262721,0.00001057207,0.000171115,0.00003368628,0.003551125],"category_scores_gemma":[0.00003048582,0.0001110646,0.00005629971,0.00009312256,0.0003586517,0.0001224656,0.000262083,0.00005646841,0.000007230122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008919591,"about_ca_system_score_gemma":0.000008926673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001951558,"about_ca_topic_score_gemma":0.000006147551,"domain_scores_codex":[0.9988402,0.0001100977,0.0002748124,0.0002823631,0.0002857622,0.0002068355],"domain_scores_gemma":[0.9994346,0.00004920442,0.0001739919,0.0002800642,0.000002988554,0.00005908321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007926829,0.001054714,0.4873448,0.0002270533,0.0000404556,0.000001928303,0.005385571,0.01329243,0.4429661,0.0007255884,0.0005458594,0.04762281],"study_design_scores_gemma":[0.0008470001,0.0005968293,0.7663942,0.00000193704,0.00004379972,0.00001543976,0.009196501,0.0006224872,0.09311142,0.0101513,0.1186401,0.0003789905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967015,0.00002009778,0.001128994,0.0001683141,0.00005365152,0.001258836,0.0001979588,0.00002319087,0.0004474024],"genre_scores_gemma":[0.9985664,0.000002234781,0.0003757052,0.00003025547,0.00002858845,0.0005726144,0.00007542671,0.00001262216,0.0003361604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3498547,"threshold_uncertainty_score":0.9973598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0049095837671991,"score_gpt":0.2205680268699178,"score_spread":0.2156584431027187,"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."}}