{"id":"W4396713954","doi":"10.51599/is.2023.07.04.04","title":"Upcycling of solid waste for furniture production: an environmentally sustainable solution for waste disposal","year":2023,"lang":"en","type":"article","venue":"Journal of Innovations and Sustainability","topic":"Architecture and Computational Design","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Waste management; Municipal solid waste; Production (economics); Environmentally friendly; Cleaner production; Business; Waste material; Waste disposal; Environmental science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008253982,0.00009599819,0.000181316,0.0002457616,0.0001866343,0.0000172504,0.00007326193,0.00005181255,0.000001490714],"category_scores_gemma":[0.0002947556,0.00008663043,0.00006279097,0.0004324991,0.00005635033,0.0003070729,0.00001971443,0.0001110114,5.357133e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281418,"about_ca_system_score_gemma":0.0001261562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001574877,"about_ca_topic_score_gemma":0.000002008519,"domain_scores_codex":[0.9990625,0.00002178491,0.0004800998,0.0001078537,0.000128419,0.000199384],"domain_scores_gemma":[0.9987437,0.0001083406,0.0001444245,0.0001009822,0.000863053,0.00003954873],"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":[0.00040272,0.0001813908,0.001272588,0.001997309,0.0001500705,0.000005443632,0.002314096,0.9329502,0.01271994,0.01460886,0.003146698,0.03025069],"study_design_scores_gemma":[0.002644407,0.002141806,0.01683384,0.0001064509,0.0001827985,0.00009692037,0.04742402,0.4825758,0.01851719,0.4170144,0.01182834,0.0006340481],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6361031,0.0000582024,0.3624973,0.0007770446,0.000113944,0.0004073238,0.00001468789,0.00002036592,0.000008035531],"genre_scores_gemma":[0.9948921,0.0000118138,0.004563008,0.00001267976,0.0002937739,0.00003644584,0.00002631904,0.00001553388,0.0001483775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4503744,"threshold_uncertainty_score":0.3532687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001642762205315,"score_gpt":0.2592499230277145,"score_spread":0.2492334954056613,"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."}}