{"id":"W4235267911","doi":"10.13031/2013.15234","title":"BY-PRODUCTS UTILIZATION: AN INTEGRATED SOLUTION","year":2013,"lang":"en","type":"article","venue":"","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Waste management; Biogas; Greenhouse gas; Environmental science; Agriculture; Stove; Electricity generation; Manure; Fertilizer; Business; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001260835,0.001787946,0.001484254,0.0009762122,0.000774299,0.003001889,0.00275375,0.002410369,0.01186555],"category_scores_gemma":[0.001466819,0.0007439659,0.00130486,0.001749067,0.0005457916,0.002468534,0.002832774,0.001490617,0.001487027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001363996,"about_ca_system_score_gemma":0.002987595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005569901,"about_ca_topic_score_gemma":0.007538288,"domain_scores_codex":[0.9988323,0.0002584771,0.00004451531,0.0002715003,0.0003239477,0.0002691798],"domain_scores_gemma":[0.9994672,0.0001575871,0.00006896351,0.0001006442,0.0001551644,0.00005050562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001291989,0.0005343021,0.001436139,0.0003464711,0.0001285488,0.0002169805,0.0001218339,0.6999093,0.004858492,0.04461973,0.006484242,0.2412148],"study_design_scores_gemma":[0.00005002859,0.0001943305,0.0003192632,0.00004356049,0.00006576585,0.00008480351,0.000116827,0.9564661,0.00198921,0.02697393,0.01367794,0.00001809087],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.030627,0.000666703,0.9355836,0.001059454,0.00012125,0.0006264493,0.0004074721,0.000725278,0.03018283],"genre_scores_gemma":[0.2718158,0.001077625,0.7038144,0.0002268487,0.0001039936,0.0006726092,0.0006396627,0.0002423351,0.02140678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01186555,"threshold_uncertainty_score":0.03969425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411903892578517,"score_gpt":0.2274663219107562,"score_spread":0.203347282984971,"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."}}