{"id":"W2042351227","doi":"10.1016/j.ijhydene.2010.12.009","title":"Ultrasonication for biohydrogen production from food waste","year":2011,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"GreenField Specialty Alcolhols (Canada); Western University","funders":"","keywords":"Continuous stirred-tank reactor; Biohydrogen; Sonication; Food waste; Raw material; Pulp and paper industry; Hydrogen; Chemistry; Hydrogen production; Yield (engineering); Waste management; Chemical engineering; Materials science; Chromatography; Organic chemistry; Composite material","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":[0.0002067613,0.0002710091,0.0002759752,0.0002891454,0.0002092351,0.0003101258,0.0002759281,0.0003379508,0.001593578],"category_scores_gemma":[0.0003290269,0.0001782535,0.0002512376,0.0003219975,0.0002257777,0.0003289205,0.000358403,0.0004705115,0.00041402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002767077,"about_ca_system_score_gemma":0.0002479822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006374406,"about_ca_topic_score_gemma":0.001153109,"domain_scores_codex":[0.9998908,0.00001868734,0.00001385026,0.00001905666,0.00003124587,0.00002637079],"domain_scores_gemma":[0.9998871,0.00004901715,0.00001910845,0.000009385345,0.00002403223,0.00001127503],"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":[0.0001945758,0.0000138324,0.0001183681,0.00008979448,0.000007850541,0.00003715032,0.00005219545,0.0001619946,0.9891045,0.0000882924,0.0001117402,0.01001977],"study_design_scores_gemma":[0.00001747783,0.0001886686,0.0005674672,0.000005187923,0.00001812436,0.00005035168,0.00004398789,0.00100563,0.9965984,0.00003380255,0.00146483,0.000005944587],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822121,0.004505937,0.01061032,0.000289807,0.0001027423,0.0000200835,0.00006983482,0.0001360388,0.002053102],"genre_scores_gemma":[0.9931601,0.00128246,0.003358606,0.00004608345,0.00003233895,0.00001662793,0.00008018064,0.00002655028,0.001997023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001593578,"threshold_uncertainty_score":0.005331099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01932378599018081,"score_gpt":0.212939154638635,"score_spread":0.1936153686484542,"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."}}