{"id":"W4408289210","doi":"10.3390/pr13030802","title":"Biochemical Methane Production Potential of Different Industrial Wastes: The Impact of the Food-to-Microorganism (F/M) Ratio","year":2025,"lang":"en","type":"article","venue":"Processes","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microorganism; Methane; Production (economics); Environmental science; Food waste; Food science; Food processing; Pulp and paper industry; Chemistry; Biotechnology; Waste management; Bacteria; Biology; Engineering; Organic chemistry; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004376796,0.0006504683,0.0004835198,0.0005128432,0.0002101911,0.0008137426,0.0002830051,0.0005298344,0.0003772959],"category_scores_gemma":[0.0006515895,0.0001652306,0.00035779,0.0003961229,0.0002316222,0.0004812546,0.0004314372,0.0004230183,0.0001294015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003064236,"about_ca_system_score_gemma":0.0002742632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001025559,"about_ca_topic_score_gemma":0.001395916,"domain_scores_codex":[0.9994548,0.0001232099,0.00006418741,0.00008753286,0.0001734482,0.00009676723],"domain_scores_gemma":[0.9997604,0.00008422889,0.00005733699,0.00001262641,0.00005434845,0.00003101002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004335698,0.0001228219,0.004323541,0.00009212388,0.00002353555,0.00007978986,0.00003205863,0.000340224,0.990693,0.00002416656,0.000009937989,0.003825206],"study_design_scores_gemma":[0.000005087781,0.000610138,0.01186958,0.000008692293,0.00003200042,0.00009067637,0.00009148295,0.0005336553,0.9865139,0.00002130367,0.0002169876,0.00000661623],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988784,0.000318078,0.0004161501,0.00001127211,0.000003625445,0.000009761147,0.00006177866,0.00000911051,0.0002918135],"genre_scores_gemma":[0.9980195,0.0002805987,0.001359035,0.00001258497,0.000002350676,0.0000137592,0.0001239227,0.000006308403,0.0001818576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001025559,"threshold_uncertainty_score":0.002314687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01299741753809316,"score_gpt":0.2321080091015194,"score_spread":0.2191105915634262,"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."}}