{"id":"W4313030166","doi":"10.46692/9781529206586.006","title":"The Public Problem of PPE Waste and Being Prepared","year":2022,"lang":"en","type":"other","venue":"","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Waste management; Business; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009550352,0.0005159978,0.0006646772,0.001392999,0.01138095,0.01459196,0.001979562,0.01325561,0.04965793],"category_scores_gemma":[0.04354149,0.0006683723,0.0007287977,0.001807748,0.01542645,0.01915048,0.01340355,0.02326636,0.009036709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0061242,"about_ca_system_score_gemma":0.01384924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009073974,"about_ca_topic_score_gemma":0.007582622,"domain_scores_codex":[0.9892713,0.005249189,0.0004850816,0.0007070504,0.001927032,0.002360462],"domain_scores_gemma":[0.9780677,0.01031026,0.001722677,0.001435396,0.003039205,0.005424818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002369392,0.00008601505,0.001497675,0.0002191291,0.00001645293,0.0007886421,0.01138772,0.00004789989,0.00008138345,0.06022816,0.8736128,0.05201047],"study_design_scores_gemma":[0.00001434178,0.00004429527,0.0009891003,0.00122425,0.000009341815,0.001117823,0.03395696,0.00008287403,0.0001320693,0.03218837,0.9302047,0.00003576353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002815113,0.005137877,0.0004122254,0.9558282,0.00519071,0.00002112321,0.0001066409,0.00006469023,0.03042331],"genre_scores_gemma":[0.1930963,0.02590392,0.001536256,0.7031643,0.009932489,0.000223021,0.0003813821,0.0004208984,0.06534141],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04965793,"threshold_uncertainty_score":0.1661223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007468243766136134,"score_gpt":0.2051539017594366,"score_spread":0.1976856579933005,"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."}}