{"id":"W4401100912","doi":"10.1016/j.cep.2024.109923","title":"Reduction of sugarcane stillage generation through Heat-Integrated Distillation and Evaporation (HIDiE)","year":2024,"lang":"en","type":"article","venue":"Chemical Engineering and Processing - Process Intensification","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Stillage; Distillation; Reduction (mathematics); Evaporation; Environmental science; Pulp and paper industry; Waste management; Chemistry; Food science; Mathematics; Engineering; Thermodynamics; Chromatography; Physics","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":[0.0003323227,0.0002289583,0.00023556,0.0001539513,0.00007998583,0.0001703367,0.00007171877,0.000201788,0.000009276813],"category_scores_gemma":[0.0004288262,0.0002155096,0.00003040713,0.0005346814,0.0001081643,0.0005653854,0.00001551474,0.0002260926,0.000002135342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008003424,"about_ca_system_score_gemma":0.00006287003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005622898,"about_ca_topic_score_gemma":8.281352e-7,"domain_scores_codex":[0.9985702,0.00003483659,0.0004932583,0.000513694,0.0002095647,0.0001784723],"domain_scores_gemma":[0.9991269,0.00005756547,0.00009838181,0.0001731083,0.000475427,0.00006858081],"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":[0.00003047663,0.00001938995,0.00002524919,0.0009992952,0.00002167125,6.259955e-7,0.002597757,0.004492118,0.9359705,0.00288735,0.00002782341,0.05292777],"study_design_scores_gemma":[0.0001150718,0.00002234452,0.00009519985,0.0002892078,0.00004542288,0.00004675266,0.0001950978,0.4880118,0.5091373,0.001029363,0.0008218717,0.0001905286],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8077996,0.005069406,0.1853376,0.0004866125,0.0003470271,0.0002371329,0.0000100982,0.0005106085,0.0002018006],"genre_scores_gemma":[0.9862273,0.0001530715,0.01285643,0.00001380832,0.0002451052,0.00005206306,0.0003536331,0.00004840663,0.00005015591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4835197,"threshold_uncertainty_score":0.8788229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03023190449479753,"score_gpt":0.2905498438033597,"score_spread":0.2603179393085622,"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."}}