{"id":"W4392624141","doi":"10.1007/s12649-024-02425-3","title":"Environmental Impact Associated with Oil and Grease and Their Emerging Mitigation Strategies","year":2024,"lang":"en","type":"article","venue":"Waste and Biomass Valorization","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Lakehead University","funders":"","keywords":"Grease; Environmental science; Business; Environmental impact assessment; Waste management; Natural resource economics; Engineering; Chemistry; Economics; Political 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":[0.00009782582,0.0001207161,0.00007388788,0.00003573583,0.0001008666,0.0001562377,0.00002201331,0.00005352337,0.0001102787],"category_scores_gemma":[0.000005136174,0.00007869887,0.00001331105,0.0001367461,0.0001235756,0.0003993897,0.0000345084,0.00003724837,0.000006266416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004635487,"about_ca_system_score_gemma":0.000008363162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005699788,"about_ca_topic_score_gemma":0.00006686948,"domain_scores_codex":[0.9994342,0.00002893391,0.0000996161,0.0002219245,0.00009820065,0.0001171387],"domain_scores_gemma":[0.9998266,0.00001898326,0.00003803965,0.00004250054,0.00000211268,0.000071812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001673632,0.00002103525,0.05770406,0.00002209916,0.00003061049,0.00000417758,0.000943,0.00001214307,0.9034463,0.00002633147,0.00007889709,0.03769466],"study_design_scores_gemma":[0.001670807,0.0006402143,0.8567731,0.0002806197,0.0001362329,0.00007024086,0.004354719,0.03227743,0.1005931,0.0005035259,0.001741196,0.0009587936],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990695,0.0002055297,0.000128342,0.0001422738,0.00004587058,0.00004633187,0.00006157743,0.00003725488,0.0002632806],"genre_scores_gemma":[0.9993638,0.0003043002,0.00002909452,0.0000254694,0.00002527671,0.000001452738,0.0001244128,0.000008804913,0.0001173572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8028532,"threshold_uncertainty_score":0.3209247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005154400152091977,"score_gpt":0.1978076251229344,"score_spread":0.1926532249708424,"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."}}