{"id":"W2578221472","doi":"10.3808/jei.201400270","title":"Hemicellulose-Based Absorbent Toward Dye: Adsorption Equilibrium and Kinetics Studies","year":2014,"lang":"en","type":"article","venue":"Journal of Environmental Informatics","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Hemicellulose; Adsorption; Sorption; Endothermic process; Freundlich equation; Methylene blue; Enthalpy; Langmuir; Langmuir adsorption model; Chemistry; Chemical engineering; Aqueous solution; Materials science; Organic chemistry; Thermodynamics; Cellulose; Catalysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004099926,0.0001931557,0.0002633297,0.00007388242,0.00003469278,0.00003776915,0.0001767033,0.00008382605,0.0009629944],"category_scores_gemma":[0.00003995854,0.0001513101,0.0001124606,0.00007810954,0.0004527089,0.0004497705,0.0001633329,0.0001929645,0.0001918593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002536445,"about_ca_system_score_gemma":0.00000496859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.669695e-7,"about_ca_topic_score_gemma":6.925417e-7,"domain_scores_codex":[0.9982831,0.00004249584,0.0008074671,0.00008497204,0.0005642477,0.0002177514],"domain_scores_gemma":[0.998961,0.00005674616,0.0006489537,0.0001433451,0.00000715583,0.0001828453],"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":[0.0002856977,0.0007620227,0.01282589,0.0002061505,0.0001608557,0.00001201613,0.004025321,0.01020245,0.917272,0.0003621404,0.006035986,0.0478495],"study_design_scores_gemma":[0.01599649,0.009085603,0.1361178,0.0006275725,0.0009036479,0.002589149,0.01814476,0.2129928,0.2997597,0.005669642,0.2945648,0.003548108],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957525,0.000140303,0.0021104,0.0004788703,0.0002343517,0.0001082157,0.00001428183,0.00001489804,0.001146193],"genre_scores_gemma":[0.9924824,0.0002647546,0.005997987,0.00100182,0.00008200637,8.958848e-7,0.000005421153,0.00001273293,0.0001520263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6175123,"threshold_uncertainty_score":0.9999503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647655147163504,"score_gpt":0.2351965265363486,"score_spread":0.2187199750647136,"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."}}