{"id":"W2968241080","doi":"10.3390/surfaces2030035","title":"Surface-Modified Chitosan: An Adsorption Study of a “Tweezer-Like” Biopolymer with Fluorescein","year":2019,"lang":"en","type":"article","venue":"Surfaces","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Canada; University of Saskatchewan","keywords":"Adsorption; Biopolymer; Thermogravimetric analysis; Chemistry; Chitosan; Monolayer; Chemical engineering; Cationic polymerization; Polymer chemistry; Organic chemistry; Polymer","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001933277,0.0002384219,0.0002839405,0.00004926616,0.00007102028,0.00003341639,0.0002814239,0.00009280237,0.004406526],"category_scores_gemma":[0.000003472981,0.0001740734,0.00005016676,0.000415791,0.0001778758,0.0003747916,0.00009775344,0.0001334097,0.000790864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003384424,"about_ca_system_score_gemma":0.00001445436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001026934,"about_ca_topic_score_gemma":0.0005971636,"domain_scores_codex":[0.9981124,0.0001306643,0.0003176046,0.0004938797,0.0006419879,0.0003034194],"domain_scores_gemma":[0.9991672,0.00001949767,0.0001966864,0.0004707341,0.00001093863,0.0001349422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000285518,0.0008624573,0.229864,0.000009401197,0.00003283034,0.000003107633,0.001127785,0.01193637,0.7546408,0.00002981075,0.00004351691,0.00116445],"study_design_scores_gemma":[0.007779716,0.007923106,0.7377324,0.00006965471,0.0001392164,0.00004819996,0.009725966,0.02385754,0.2092684,0.00006370231,0.001783642,0.001608482],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951322,0.00002354117,0.00002354146,0.00004893679,0.0001764316,0.0006287448,0.00001962631,0.00009694012,0.003850028],"genre_scores_gemma":[0.9973885,0.000007608553,0.0004728831,0.00004533179,0.00001685588,0.000003511071,0.00001417867,0.00002457211,0.002026546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5453724,"threshold_uncertainty_score":0.9999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01293235114966749,"score_gpt":0.2373895774467774,"score_spread":0.22445722629711,"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."}}