{"id":"W2175429874","doi":"10.1002/app.42949","title":"Cross‐linked chitosan beads for phosphate removal from aqueous solution","year":2015,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Epichlorohydrin; Aqueous solution; Adsorption; Glutaraldehyde; Chitosan; Phosphate; Bead; Chemistry; Desorption; Nuclear chemistry; Chemical engineering; Chromatography; Polymer chemistry; Materials science; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001305351,0.000492359,0.0001701808,0.0002610785,0.0001206204,0.0001727929,0.0002400887,0.0003098979,0.000828589],"category_scores_gemma":[0.0001566981,0.0001722372,0.0002814957,0.0002340689,0.0001154276,0.0001760955,0.0001979219,0.0003373443,0.0003247701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003448596,"about_ca_system_score_gemma":0.0002372432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001737013,"about_ca_topic_score_gemma":0.002732814,"domain_scores_codex":[0.9998708,0.00001248014,0.00001113302,0.00002445897,0.00005141378,0.0000297956],"domain_scores_gemma":[0.9999362,0.0000111284,0.00001941635,0.00000590397,0.00001527001,0.00001201502],"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":[0.00002216398,0.000008274844,0.00003731976,0.00003687874,0.000005302343,0.00001572473,0.000003293374,0.000108735,0.9985211,0.00001979329,0.00001627911,0.001205044],"study_design_scores_gemma":[0.000003206067,0.00006232202,0.0006196785,0.000002457741,0.0000109236,0.00002854391,0.000002272356,0.000506999,0.9982976,0.000006205759,0.0004569656,0.000002741717],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818655,0.00274877,0.01313308,0.0000968167,0.00004914645,0.0000729478,0.0001891022,0.0001541464,0.001690405],"genre_scores_gemma":[0.9886232,0.001128006,0.007764306,0.00005961247,0.000009657855,0.00002884296,0.0002122827,0.00001939132,0.00215477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001737013,"threshold_uncertainty_score":0.003453791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677009102875521,"score_gpt":0.2547580067266607,"score_spread":0.2379879156979054,"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."}}