{"id":"W4405163710","doi":"10.21608/mjae.2024.336885.1150","title":"EFFECT OF MICROWAVE PRETREATMENT OF COW MANURE ON BIOGAS PRODUCTION IN UP-FLOW DIGESTER","year":2024,"lang":"en","type":"article","venue":"Misr journal of agricultural engineering","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"Biogas; Anaerobic digestion; Biogas production; Manure; Environmental science; Pulp and paper industry; Animal science; Waste management; Chemistry; Agronomy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002111592,0.0001675219,0.000257203,0.0002223266,0.000007896214,0.00001657507,0.00006695122,0.00006834846,0.000007238442],"category_scores_gemma":[0.00003471072,0.000101741,0.0001310019,0.0002958718,0.00001196141,0.0001832821,0.000007323243,0.0002168623,0.000003211124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001396267,"about_ca_system_score_gemma":0.000006463704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002364508,"about_ca_topic_score_gemma":0.000001463878,"domain_scores_codex":[0.9992025,0.00001906945,0.0003722894,0.0001058546,0.0001705636,0.0001296961],"domain_scores_gemma":[0.99973,0.00003452325,0.00006289167,0.00007104396,0.00006031682,0.00004123191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005332836,0.00003517857,0.000205172,0.0003356353,0.0001537786,0.00001595343,0.0003785885,0.511463,0.4797173,0.0002414504,0.0007385809,0.006661929],"study_design_scores_gemma":[0.0004010161,0.0007379637,0.01211386,0.001394818,0.00007610719,0.0002297263,0.00006212603,0.0009106903,0.982971,0.000003318183,0.0009473907,0.0001520297],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961089,0.001529768,0.0001982412,0.0001432608,0.001734408,0.0001501524,0.00000332256,0.00004930869,0.00008267721],"genre_scores_gemma":[0.9990456,0.0002198977,0.0003539356,9.588151e-7,0.0002260604,0.000002707897,0.000005843699,0.00001353546,0.0001314422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5105523,"threshold_uncertainty_score":0.4148878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003220116400748204,"score_gpt":0.1871849550072903,"score_spread":0.1839648386065421,"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."}}