{"id":"W1964589341","doi":"10.1021/ma062608j","title":"Carboxymethyl Cellulose:Polyvinylamine Complex Hydrogel Swelling","year":2007,"lang":"en","type":"article","venue":"Macromolecules","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Swelling; Carboxymethyl cellulose; Chemistry; Polyelectrolyte; Polymer chemistry; Polymer; Ionic bonding; Ionic strength; Sodium; Swelling capacity; Chemical engineering; Ion; Organic chemistry; Aqueous solution","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":[0.0005625446,0.0002491429,0.0002922965,0.0001251429,0.0001916824,0.00008657482,0.0003296077,0.00007090616,0.000943098],"category_scores_gemma":[0.00006990605,0.0002368844,0.0001006635,0.0002183954,0.0001874636,0.0001225693,0.0001871936,0.0001485368,0.001299996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007219649,"about_ca_system_score_gemma":0.0000206197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004044904,"about_ca_topic_score_gemma":0.0001356634,"domain_scores_codex":[0.9980854,0.00004789534,0.0004361668,0.0004267238,0.0003858349,0.0006180162],"domain_scores_gemma":[0.999075,0.0002197669,0.0001541459,0.0003315319,0.00008164256,0.0001379382],"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":[0.00003086615,0.00005313852,0.0003729841,0.00001172013,0.00001484082,0.0001005382,0.0003692563,0.00003000195,0.9967297,0.0005598079,0.0005753871,0.001151709],"study_design_scores_gemma":[0.0002249958,0.00004012884,0.0009621433,0.00001800001,0.00001694788,0.0000372595,0.0002907325,0.0003263722,0.9874524,0.0001567336,0.0102024,0.0002718565],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9606599,0.00118637,0.01993686,0.000192412,0.0008110425,0.0001217351,0.00002244134,0.0002586861,0.01681054],"genre_scores_gemma":[0.9929476,0.00001663058,0.005139216,0.0003540761,0.0001501033,0.000007417216,0.00000862172,0.000036429,0.001339865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03228772,"threshold_uncertainty_score":0.9999702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02624632391833474,"score_gpt":0.2850783882917473,"score_spread":0.2588320643734125,"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."}}