{"id":"W2062183174","doi":"10.1002/app.12090","title":"Ionic conductivity and related properties of crosslinked chitosan membranes","year":2003,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Crystallinity; Membrane; Ultimate tensile strength; Epichlorohydrin; Swelling; Glutaraldehyde; Materials science; Chitosan; Chemical engineering; Polymer chemistry; Elongation; Conductivity; Ionic conductivity; Ionic strength; Composite material; Chemistry; Electrolyte; Aqueous solution; Organic chemistry; Physical chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003995178,0.000093494,0.000219458,0.0001214939,0.00008199135,0.00003497425,0.0001484982,0.00006174402,0.00002549907],"category_scores_gemma":[0.00001020135,0.00006414751,0.00003069972,0.0002783295,0.0004783642,0.0002028674,0.00001700982,0.0001435216,0.000001583873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000995989,"about_ca_system_score_gemma":0.00008515283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002320826,"about_ca_topic_score_gemma":1.300629e-7,"domain_scores_codex":[0.9991642,0.00001065381,0.0003449788,0.00008869918,0.0002216785,0.0001697793],"domain_scores_gemma":[0.9996312,0.00001273841,0.0001398051,0.00009998988,0.00003357038,0.00008269879],"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":[0.00001334754,0.00001381752,0.0000104897,0.0001236974,0.00001812046,0.000001786871,0.0004933237,0.001026406,0.9975981,0.0005545615,0.00000273031,0.0001435934],"study_design_scores_gemma":[0.0003124311,0.00002829717,0.00008822238,0.0000414231,0.00001600921,0.00010808,0.0001143629,0.0002425928,0.9986937,0.0002223952,0.00005024855,0.00008224064],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748786,0.01117478,0.000002544408,0.00001740931,0.0006314266,0.00005238937,4.998162e-7,0.00001513414,0.01322719],"genre_scores_gemma":[0.9992017,0.0006414976,0.00009620153,0.000006294193,0.00001832831,6.90561e-7,3.472649e-8,0.000008960268,0.00002625746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02432311,"threshold_uncertainty_score":0.261586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00862369568958649,"score_gpt":0.1895798743932602,"score_spread":0.1809561787036737,"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."}}