{"id":"W3184270419","doi":"10.28995/2073-6304-2021-2-97-110","title":"ECOLOGICAL AND ECONOMIC APPROACH TO SECONDARY BIOMATERIALS USAGE IN THE CONTEXT OF SUSTAINABLE DEVELOPMENT","year":2021,"lang":"en","type":"article","venue":"RSUH/RGGU Bulletin Series Economics Management Law","topic":"Engineering and Environmental Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Context (archaeology); Sustainable development; Natural resource; Biomass (ecology); Process (computing); Consumption (sociology); Resource (disambiguation); Environmental economics; Green economy; Raw material; Natural resource economics; Business; Environmental resource management; Economics; Ecology; Computer science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003281601,0.0001967579,0.0003067128,0.00005203443,0.00008848216,0.00008147929,0.0001802232,0.00005239657,0.000133532],"category_scores_gemma":[0.000003210352,0.0001859535,0.0000335666,0.00004277231,0.00008266758,0.00006898688,0.0003132139,0.0000519214,0.00004633114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002042773,"about_ca_system_score_gemma":0.000006421461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005013818,"about_ca_topic_score_gemma":0.0001270112,"domain_scores_codex":[0.9989867,0.0000262508,0.0003731819,0.0002610613,0.00003834451,0.0003145078],"domain_scores_gemma":[0.9996665,0.00003728503,0.0000332728,0.0002143899,0.000004642585,0.0000439474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001298135,0.0004938496,0.001078269,0.003093111,0.00110366,0.000229992,0.008292676,0.09164939,0.0007302143,0.8654736,0.0141342,0.01359123],"study_design_scores_gemma":[0.0005457418,0.00004460268,0.01742194,0.00001889111,0.00001911275,0.00001519402,0.01769988,0.0001151956,0.004134958,0.0002496396,0.9593633,0.0003715639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8714662,0.0003648868,0.00009981755,0.0004133822,0.0001534613,0.0003896866,0.00001604991,0.00005397344,0.1270426],"genre_scores_gemma":[0.9939104,0.0008132079,0.004010546,0.0002888541,0.00002465502,0.0001778581,0.00002409389,0.00002573458,0.0007246246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9452291,"threshold_uncertainty_score":0.7582964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006214419880083625,"score_gpt":0.1590739942443011,"score_spread":0.1528595743642175,"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."}}