{"id":"W4387604882","doi":"10.1002/adfm.202305527","title":"COF and MOF Hybrids: Advanced Materials for Wastewater Treatment","year":2023,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Covalent Organic Framework Applications","field":"Materials Science","cited_by":202,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Materials science; Wastewater; Covalent organic framework; Crystallinity; Metal-organic framework; Hybrid material; Porosity; Nanotechnology; Waste management; Adsorption; Composite material; Organic chemistry; Chemistry; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004807295,0.0003372509,0.0004753066,0.0001311193,0.0003303489,0.0001650023,0.0001710079,0.0001111526,0.002775822],"category_scores_gemma":[0.0002013415,0.0002924738,0.0000579583,0.0002150897,0.0001194133,0.0003641703,0.0001321933,0.00003319129,0.001231227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001890436,"about_ca_system_score_gemma":0.00007191012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001424636,"about_ca_topic_score_gemma":0.000004371605,"domain_scores_codex":[0.9977461,0.00006665356,0.0005750351,0.0007384993,0.0003266514,0.0005470374],"domain_scores_gemma":[0.9986571,0.0003489582,0.0002052964,0.0004970516,0.0001672119,0.0001243645],"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":[0.0004337036,0.00005791936,0.000008005232,0.00007126486,0.00002244699,0.000002338694,0.00006543286,0.0002370839,0.9928585,0.00400644,0.0009488966,0.001287994],"study_design_scores_gemma":[0.001469581,0.0002490153,0.001420717,0.00004556647,0.00004411755,0.00001887542,0.00009969669,0.00000972284,0.9667156,0.007924429,0.02168785,0.0003148702],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917387,0.00007962622,0.0009475615,0.001082662,0.002559731,0.001386365,0.001624455,0.0005308886,0.00005005018],"genre_scores_gemma":[0.9885218,0.0002040129,0.004955596,0.0001759887,0.0004479712,0.002440792,0.0005827728,0.00008354106,0.002587515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02614292,"threshold_uncertainty_score":0.9999527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02278106998289829,"score_gpt":0.2700166550594394,"score_spread":0.2472355850765411,"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."}}