{"id":"W3200788101","doi":"10.11575/prism/39257","title":"Toward Zero Waste – A Study In Reducing And Managing Lab Waste","year":2021,"lang":"en","type":"article","venue":"Open MIND","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Waste management; Zero waste; Environmental science; Waste treatment; Business; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01132424,0.000251483,0.0003477823,0.0007954627,0.008033328,0.006599571,0.002073667,0.002138469,0.003941653],"category_scores_gemma":[0.01040396,0.000466177,0.0004190433,0.001546411,0.005465508,0.00520331,0.004266289,0.005238819,0.0007204016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005548685,"about_ca_system_score_gemma":0.01730635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00858159,"about_ca_topic_score_gemma":0.01928332,"domain_scores_codex":[0.9911913,0.005882296,0.0002251413,0.0004840154,0.001246723,0.0009705706],"domain_scores_gemma":[0.9927691,0.003769512,0.0005037086,0.0003507762,0.001336633,0.001270323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002230894,0.007956058,0.0185225,0.001709428,0.00003210397,0.001215644,0.7042083,0.0005708318,0.00521728,0.05552207,0.01190819,0.1929145],"study_design_scores_gemma":[0.00006280059,0.001960917,0.01105232,0.0007428812,0.00002737734,0.0002917956,0.8166478,0.0005589285,0.004429645,0.007908992,0.1562764,0.00004007151],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9240164,0.00168972,0.004672729,0.01965606,0.0002153674,0.0006153139,0.00004239307,0.00004086821,0.04905121],"genre_scores_gemma":[0.9426413,0.004583135,0.01116452,0.009114861,0.0000601308,0.0005206841,0.00006490211,0.0000577737,0.0317927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01132424,"threshold_uncertainty_score":0.05988902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02105070753544602,"score_gpt":0.2495448788556109,"score_spread":0.2284941713201649,"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."}}