{"id":"W4399767364","doi":"10.54097/jn8s8r26","title":"Bioconversion Progresses of Organic Solid Waste","year":2024,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Bioconversion; Waste management; Municipal solid waste; Biodegradable waste; Economic shortage; Food waste; Anaerobic digestion; Environmental science; Agricultural waste; Agriculture; Waste treatment; Resource recovery; Engineering; Fermentation; Chemistry; Methane; Wastewater; Biology; Ecology","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":[0.0002893727,0.0005620187,0.0002909293,0.000788577,0.0002893994,0.0006859595,0.0002109028,0.0002917848,0.0008565281],"category_scores_gemma":[0.0002162527,0.0001330446,0.000582607,0.001104355,0.0001707965,0.0007360483,0.0004015602,0.0004952571,0.0003541678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004570716,"about_ca_system_score_gemma":0.0004491026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001174855,"about_ca_topic_score_gemma":0.001391236,"domain_scores_codex":[0.9997444,0.00002828975,0.00002923796,0.00004568719,0.0001118442,0.00004062794],"domain_scores_gemma":[0.999941,0.000007023647,0.000009737009,0.000004909921,0.00002881214,0.000008407806],"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":[0.0002338362,0.000210232,0.001583913,0.003124296,0.00006678965,0.0005494645,0.0002163462,0.002332788,0.7122698,0.007111593,0.002714197,0.2695867],"study_design_scores_gemma":[0.00001021312,0.0004892644,0.002743823,0.0001613398,0.0001009206,0.0005111078,0.0001488921,0.002619579,0.8491949,0.001244807,0.1427479,0.00002734408],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5237526,0.3804611,0.02493849,0.001772356,0.001246622,0.00009585079,0.0005661184,0.0003031274,0.06686382],"genre_scores_gemma":[0.6769088,0.2972309,0.009190317,0.0004468083,0.0003235973,0.00004066267,0.0005881945,0.00005891543,0.01521181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001174855,"threshold_uncertainty_score":0.003316343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003820290382585421,"score_gpt":0.2035801123052642,"score_spread":0.1997598219226787,"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."}}