{"id":"W4406586213","doi":"10.1038/s41545-025-00435-9","title":"A comprehensive review of KCC-1 fibrous silica for water treatment","year":2025,"lang":"en","type":"review","venue":"npj Clean Water","topic":"Covalent Organic Framework Applications","field":"Materials Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Water treatment; Environmental science; Environmental 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003944222,0.001161495,0.0008579771,0.00289284,0.0003530868,0.000676515,0.0005329413,0.0007469855,0.005748951],"category_scores_gemma":[0.0004632373,0.0004038321,0.000565033,0.002971403,0.0002274403,0.001046468,0.0005923169,0.0009667428,0.002306695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004008581,"about_ca_system_score_gemma":0.001195543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001468005,"about_ca_topic_score_gemma":0.003337828,"domain_scores_codex":[0.9998385,0.0000168088,0.00002386992,0.00003379866,0.00006677677,0.00002034889],"domain_scores_gemma":[0.9998478,0.00006034078,0.00002820668,0.000006043951,0.00004153811,0.00001613323],"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":[0.00004928726,0.0001126161,0.0001676279,0.05835243,0.0001216,0.0002544875,0.0001045579,0.0007911893,0.01718573,0.005070019,0.03512627,0.8826643],"study_design_scores_gemma":[0.000006338541,0.0001189174,0.0006743993,0.002844945,0.0001113902,0.0005902926,0.00003346296,0.0001375946,0.00315715,0.0007963435,0.9915044,0.00002474275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005170276,0.9955402,0.0004534335,0.0001366754,0.0002319351,0.00001349665,0.00008159053,0.00001763679,0.003007932],"genre_scores_gemma":[0.001940417,0.9954271,0.0005695464,0.0001199117,0.000117567,0.00001600744,0.0001098906,0.000004476165,0.001695084],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005748951,"threshold_uncertainty_score":0.01923215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05166448365178682,"score_gpt":0.3571487056904181,"score_spread":0.3054842220386312,"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."}}