{"id":"W4385800695","doi":"10.36227/techrxiv.23900127","title":"Sustainable Waste: Biomimetic Solutions For Medical and Food Waste Management Systems in the United States","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nuclear Waste Management Organization","funders":"","keywords":"Biomimetics; Food waste; Business; Sustainability; Engineering; Sustainable development; Waste management; Nanotechnology; Political science; Ecology; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00157038,0.0004193854,0.0002314998,0.000715929,0.001095113,0.00276195,0.0003970893,0.001799311,0.01576194],"category_scores_gemma":[0.001099713,0.0002179927,0.0003013889,0.001333434,0.000459435,0.002894672,0.001533719,0.0007092631,0.00257271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001330054,"about_ca_system_score_gemma":0.002507106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003728116,"about_ca_topic_score_gemma":0.005975139,"domain_scores_codex":[0.9994641,0.0001143854,0.00002503471,0.00005504661,0.0002760566,0.00006542598],"domain_scores_gemma":[0.9996672,0.00006410437,0.00004602168,0.00003914946,0.0001317414,0.00005193143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002710847,0.000405896,0.004328937,0.0004996735,0.00003905613,0.0004949857,0.0004606998,0.007944958,0.02294923,0.3357211,0.1681684,0.4587159],"study_design_scores_gemma":[0.0000669216,0.0002585658,0.003410142,0.0004321818,0.00003560181,0.0005353522,0.00122454,0.02773312,0.05234554,0.1080537,0.8058489,0.00005551478],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1797911,0.02518128,0.2011257,0.1289155,0.004583599,0.0004224494,0.004723563,0.003432845,0.4518239],"genre_scores_gemma":[0.5812274,0.01960463,0.2120244,0.005316345,0.0006513197,0.0002806265,0.005443416,0.0006227343,0.1748292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01576194,"threshold_uncertainty_score":0.05272895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05259760487200027,"score_gpt":0.3072163529387653,"score_spread":0.254618748066765,"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."}}