{"id":"W3198287576","doi":"10.1002/wer.1636","title":"Methods of pretreatment and their impacts on anaerobic codigestion of multifeedstocks: A review","year":2021,"lang":"en","type":"review","venue":"Water Environment Research","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Anaerobic digestion; Raw material; Biodegradation; Biogas; Anaerobic exercise; Waste management; Pulp and paper industry; Biochemical engineering; Chemistry; Engineering; Methane; Biology","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":[0.0009509021,0.001309771,0.001646495,0.003300662,0.0004105298,0.001290363,0.000911161,0.001197923,0.002871093],"category_scores_gemma":[0.001004059,0.0005612845,0.001506235,0.003821569,0.0004292639,0.001595462,0.0005909835,0.0008779734,0.0009860049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005106027,"about_ca_system_score_gemma":0.001236012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001991838,"about_ca_topic_score_gemma":0.002660871,"domain_scores_codex":[0.9994909,0.00006578134,0.0001129077,0.0001084745,0.0001751441,0.00004679794],"domain_scores_gemma":[0.9990721,0.0005192467,0.0001996135,0.00002003903,0.0001636615,0.00002541412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001619997,0.0002605807,0.0008017429,0.1376511,0.0003508085,0.000324382,0.0002019144,0.001237045,0.01145466,0.002206233,0.006109026,0.8392406],"study_design_scores_gemma":[0.00002997796,0.001004786,0.006230029,0.02257005,0.001706365,0.001894117,0.0004171619,0.0007250781,0.02154972,0.001339831,0.9424171,0.0001157883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008557029,0.9979807,0.0002680474,0.00006683887,0.00007063182,0.000009905763,0.00002748724,0.000006912357,0.0007138468],"genre_scores_gemma":[0.002452887,0.9966756,0.0004108075,0.00005079822,0.00004009803,0.00001027342,0.00003815304,0.000002496716,0.0003188817],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003300662,"threshold_uncertainty_score":0.009604752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1070253473840359,"score_gpt":0.4000244416898663,"score_spread":0.2929990943058304,"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."}}