{"id":"W2042762869","doi":"10.1002/app.34041","title":"Preparation and characterization of crosslinked carboxymethyl chitosan–oxidized sodium alginate hydrogels","year":2011,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Self-healing hydrogels; Swelling; Chitosan; Sodium periodate; Fourier transform infrared spectroscopy; Polymer chemistry; Scanning electron microscope; Materials science; Nuclear chemistry; Chemical engineering; Periodate; Chemistry; Organic chemistry; Composite material","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":[0.0004761599,0.0001241016,0.0001977641,0.0001324411,0.0001255672,0.00002554171,0.0003702939,0.00008476571,0.000008498771],"category_scores_gemma":[0.00002081485,0.0001057157,0.00005315774,0.0002493365,0.0005404472,0.00003180833,0.00009754347,0.00007887759,0.000001617987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009449286,"about_ca_system_score_gemma":0.0002522467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001172063,"about_ca_topic_score_gemma":0.00000105209,"domain_scores_codex":[0.9988174,0.00002448513,0.0004481599,0.0002459442,0.0002703787,0.0001936186],"domain_scores_gemma":[0.9989293,0.000006692147,0.0005481888,0.0002728119,0.0001250028,0.0001180304],"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":[0.0001941418,0.00005853159,0.0001324911,0.000008084077,0.00002004503,2.67434e-7,0.0006507613,0.00000106165,0.9958453,0.0002438614,0.00000159948,0.002843924],"study_design_scores_gemma":[0.0003397628,0.0001503747,0.002420291,0.000009765716,0.0000274529,0.00002240105,0.00004151393,0.00009405112,0.9964821,0.00006267515,0.0002367574,0.0001128745],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966709,0.0003341789,0.001230422,0.00004971663,0.00007690113,0.0001625356,0.0000050044,0.000005242882,0.001465125],"genre_scores_gemma":[0.9986719,0.00009032286,0.001020154,0.00006949737,0.00008165269,0.00001440275,0.000003696903,0.00001229997,0.00003607784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00273105,"threshold_uncertainty_score":0.4310963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01471338891649015,"score_gpt":0.2510065532200169,"score_spread":0.2362931643035267,"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."}}