{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002222551,0.0002806724,0.0004353873,0.000602397,0.0001769069,0.00008818664,0.0002651813,0.0002346134,0.0000196015],"category_scores_gemma":[0.00005869312,0.0001923731,0.000091263,0.0003940487,0.0001099309,0.00002613403,0.001432794,0.0004177886,0.0000145043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003142252,"about_ca_system_score_gemma":0.00006343539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004003023,"about_ca_topic_score_gemma":0.0002516831,"domain_scores_codex":[0.9972722,0.0001604063,0.0005898573,0.0005347479,0.0006505431,0.0007922797],"domain_scores_gemma":[0.9988481,0.0002147386,0.00008919457,0.0005988288,0.00003559336,0.00021349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008580068,0.003746324,0.002819183,0.2274433,0.00616811,0.004874686,0.01284114,0.06285157,0.00000967395,0.2657755,0.375228,0.0373845],"study_design_scores_gemma":[0.004915554,0.001519025,0.001957144,0.003103241,0.0008571628,0.00006043286,0.6932032,0.1873512,0.000007647511,0.005166068,0.1011725,0.0006868736],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7104016,0.006751704,0.02929712,0.2007726,0.002128298,0.0389548,0.0002817932,0.0006073569,0.01080473],"genre_scores_gemma":[0.9524956,0.007609098,0.00041618,0.003188853,0.0003174618,0.003379765,0.001960583,0.0001066387,0.03052578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.680362,"threshold_uncertainty_score":0.7844747,"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."}}