{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001013447,0.0001516225,0.0002062375,0.00008196395,0.0002875013,0.0001574739,0.0008750367,0.00005018159,0.0001112194],"category_scores_gemma":[0.0000239669,0.0001235528,0.00009055837,0.0005103977,0.0006253296,0.0005404003,0.0002886178,0.0001411245,0.00006443371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002926896,"about_ca_system_score_gemma":0.0001049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002346527,"about_ca_topic_score_gemma":0.000007801704,"domain_scores_codex":[0.9977596,0.000009664257,0.0004371226,0.0003256163,0.0010125,0.0004554684],"domain_scores_gemma":[0.9988522,0.00003545286,0.0004202508,0.0002683739,0.00002997516,0.0003937755],"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":[0.001848136,0.0004926161,0.005012484,0.000006750909,0.00005189752,0.00005559904,0.002389013,0.001074749,0.7295253,0.00371063,0.007971769,0.247861],"study_design_scores_gemma":[0.002821657,0.0004385974,0.009516542,0.00002227321,0.00006115802,0.00004098014,0.0002656509,0.004810033,0.9484864,0.004688868,0.02844411,0.0004037286],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757829,0.0007471042,0.003021328,0.0003965648,0.001014225,0.0002266278,0.000007332479,0.00001885743,0.01878504],"genre_scores_gemma":[0.9933558,0.00002867283,0.005771377,0.0004229507,0.0001907658,0.000007293272,0.000001648005,0.00001135913,0.0002101019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2474573,"threshold_uncertainty_score":0.5038339,"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."}}