{"id":"W4391035102","doi":"10.3390/en17020497","title":"Integrated Waste-to-Energy Process Optimization for Municipal Solid Waste","year":2024,"lang":"en","type":"article","venue":"Energies","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Mitacs","keywords":"Process engineering; Raw material; Pyrolysis; Municipal solid waste; Char; Process (computing); Waste management; Environmental science; cardboard; Computer science; Engineering; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004383267,0.0001710714,0.0001456989,0.0001522316,0.00003905553,0.00009704793,0.0002069404,0.00009196611,0.0001050345],"category_scores_gemma":[0.00004843582,0.0001526882,0.00005266409,0.0004476219,0.00002292396,0.0001895114,0.00003568484,0.00006498839,0.00001327381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005067604,"about_ca_system_score_gemma":0.00002873309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008163894,"about_ca_topic_score_gemma":0.000004893438,"domain_scores_codex":[0.9992623,0.000006645386,0.0001766062,0.0002094014,0.0001111444,0.000233881],"domain_scores_gemma":[0.9996209,0.0000715018,0.00001146307,0.0001431359,0.00007850464,0.00007449424],"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":[0.0000185807,0.000006333234,4.401376e-7,0.0002860142,0.00004718124,0.000002582666,0.0005684376,0.8976608,0.09427021,0.0006147354,0.003035358,0.003489307],"study_design_scores_gemma":[0.00007711374,0.00001905103,3.763657e-8,0.0001003368,0.00001285644,0.00000121972,0.0008222727,0.3757874,0.6175168,0.0002320418,0.005287045,0.0001437757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9374798,0.002569169,0.05422433,0.0001977291,0.001268274,0.0001757688,0.00005597224,0.002173611,0.001855354],"genre_scores_gemma":[0.9961729,0.00006907173,0.002520555,0.00005461204,0.0001547123,0.0001355237,0.00007755464,0.00006597245,0.0007490847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5232466,"threshold_uncertainty_score":0.6226445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00910687245823938,"score_gpt":0.2359450483840687,"score_spread":0.2268381759258293,"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."}}