{"id":"W2520696460","doi":"10.1016/j.jcis.2016.09.031","title":"Phosphate uptake studies of cross-linked chitosan bead materials","year":2016,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":79,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Chitosan; Adsorption; Epichlorohydrin; Chemistry; Aqueous solution; Glutaraldehyde; Bead; Chemical engineering; Phosphate; Chromatography; Polymer chemistry; Organic chemistry; Materials science","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":[0.0002268177,0.0003674569,0.00019834,0.000314112,0.0002026945,0.0002422017,0.0002733907,0.0004366021,0.001367012],"category_scores_gemma":[0.0003991412,0.0002181112,0.000364298,0.000359373,0.0002075781,0.0003328749,0.0001912195,0.0003836992,0.0003216137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004395309,"about_ca_system_score_gemma":0.0002544376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003139929,"about_ca_topic_score_gemma":0.002828512,"domain_scores_codex":[0.9997281,0.00002507451,0.00002283542,0.00004093066,0.0001063617,0.00007665897],"domain_scores_gemma":[0.9997709,0.00006546335,0.00004190469,0.00001446419,0.00008545916,0.00002177086],"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":[0.00009065607,0.00001790595,0.00007905542,0.00004207765,0.000005147794,0.00002448929,0.00002470239,0.00009220743,0.9987998,0.00002654037,0.00001549695,0.0007819243],"study_design_scores_gemma":[0.000003355505,0.0001329216,0.001035896,0.000001642656,0.000009582922,0.00002186093,0.00001461576,0.0004066775,0.9981247,0.000007307851,0.0002370614,0.000004449537],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964282,0.0006715269,0.001378987,0.00002833554,0.00001809578,0.00001841507,0.0001261806,0.00002639219,0.001303866],"genre_scores_gemma":[0.9959268,0.0003593549,0.001215052,0.00002965756,0.00000709844,0.00001631957,0.0001988074,0.00001275019,0.002234176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003139929,"threshold_uncertainty_score":0.006243348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02401903367528237,"score_gpt":0.322269450331551,"score_spread":0.2982504166562687,"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."}}