{"id":"W4399457052","doi":"10.1016/j.ijbiomac.2024.133043","title":"Sustainable chitosan-based materials as heterogeneous catalyst for application in wastewater treatment and water purification: An up-to-date review","year":2024,"lang":"en","type":"article","venue":"International Journal of Biological Macromolecules","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Wastewater; Sewage treatment; Environmental science; Industrial wastewater treatment; Pollutant; Portable water purification; Adsorption; Water treatment; Waste management; Environmental chemistry; Chemistry; Environmental engineering; Engineering; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005616254,0.0007535933,0.0007952758,0.001186863,0.0002008859,0.00106917,0.0006189927,0.0008686069,0.001213356],"category_scores_gemma":[0.0006456524,0.0003057509,0.0004461401,0.00158867,0.0003064834,0.001203504,0.0004873047,0.0008339269,0.0005071266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002984685,"about_ca_system_score_gemma":0.0007436763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005516559,"about_ca_topic_score_gemma":0.001440145,"domain_scores_codex":[0.9997452,0.00002471165,0.00002648161,0.00004549184,0.0001187391,0.00003947736],"domain_scores_gemma":[0.9996212,0.0001936085,0.00006315458,0.00001349692,0.00008459887,0.00002390232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002348632,0.0002528346,0.0006204165,0.05124627,0.000400915,0.0006162862,0.0001726393,0.001852701,0.119017,0.005684844,0.01247737,0.807424],"study_design_scores_gemma":[0.00003306652,0.000589324,0.00215406,0.003021934,0.0007611256,0.001488703,0.0001963004,0.001454209,0.1013255,0.002098257,0.8867688,0.0001085713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003645125,0.9933978,0.001007953,0.0002100996,0.0002413492,0.00001398674,0.00004623157,0.0000141264,0.001423395],"genre_scores_gemma":[0.01486192,0.9824042,0.001029239,0.0002157424,0.0001806785,0.0000109803,0.00005912104,0.000005544882,0.001232528],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001213356,"threshold_uncertainty_score":0.004059017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01934547248322637,"score_gpt":0.3234467139102645,"score_spread":0.3041012414270381,"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."}}