{"id":"W4407793330","doi":"10.1007/s41207-025-00747-9","title":"Modeling the anaerobic digestion of wastewater from the Esparto paper industry using the IWA anaerobic digestion model no. 1","year":2025,"lang":"en","type":"article","venue":"Euro-Mediterranean Journal for Environmental Integration","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Anaerobic digestion; Anaerobic exercise; Digestion (alchemy); Wastewater; Pulp and paper industry; Environmental science; Waste management; Biochemical engineering; Chemistry; Engineering; Environmental engineering; Chromatography; 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":[0.0005646734,0.000270456,0.000184128,0.00008222931,0.000586683,0.000139659,0.000335745,0.000188051,0.00006014025],"category_scores_gemma":[0.00007004975,0.000144665,0.0001712352,0.0001456638,0.0001618594,0.0005447777,0.00004339222,0.0008949742,0.000009054071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002322353,"about_ca_system_score_gemma":0.00002580305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002940234,"about_ca_topic_score_gemma":0.00002276006,"domain_scores_codex":[0.9984885,0.000140903,0.0005788663,0.0002278847,0.0003079134,0.0002558999],"domain_scores_gemma":[0.999324,0.00008596243,0.000147983,0.0003379016,0.00004784381,0.00005628724],"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":[0.0000816006,0.00003858722,0.00009792873,0.000005256966,0.00007297911,6.657862e-7,0.0009169225,0.8181974,0.173612,0.0002873359,0.002144743,0.004544609],"study_design_scores_gemma":[0.0004434325,0.00008131871,0.0006922662,0.000207304,0.0001659715,0.00002509472,0.001720604,0.9776718,0.01552608,0.0006144737,0.002663732,0.000187913],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8570766,0.0004178624,0.1369059,0.002156158,0.002710028,0.0005299953,0.00005079349,0.00005195054,0.0001007208],"genre_scores_gemma":[0.9968231,0.0002950424,0.001131154,0.0003063047,0.000771701,0.00002305559,0.0001491636,0.00003746229,0.000463035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1594744,"threshold_uncertainty_score":0.5899266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02858514072178713,"score_gpt":0.2456422234635996,"score_spread":0.2170570827418125,"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."}}