{"id":"W2162416023","doi":"10.1002/cphc.201400027","title":"Swelling Kinetics of Microgels Embedded in a Polyacrylamide Hydrogel Matrix","year":2014,"lang":"en","type":"article","venue":"ChemPhysChem","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Swelling; Self-healing hydrogels; Composite number; Chemical engineering; Kinetics; Diffusion; Polyacrylamide; Materials science; Acrylic acid; Polymer chemistry; Composite material; Polymer; Copolymer","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":[0.0001785304,0.0002511123,0.0001002069,0.0001337127,0.00006860791,0.0001461396,0.0001108692,0.0001474843,0.0007640448],"category_scores_gemma":[0.0002822059,0.00009426645,0.0001718384,0.00008012337,0.0001234449,0.0002854349,0.00009109893,0.0003409537,0.0001811588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001633109,"about_ca_system_score_gemma":0.0001056958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000365018,"about_ca_topic_score_gemma":0.0004067493,"domain_scores_codex":[0.999928,0.000008487243,0.00000481683,0.00002063212,0.00002363342,0.0000145017],"domain_scores_gemma":[0.9997754,0.0000973155,0.00005280547,0.00001123352,0.00002737112,0.00003585111],"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":[0.00003707171,0.000006123133,0.00009945448,0.00001369906,0.000002514643,0.00001414825,0.00001856197,0.00005597181,0.9990929,0.00001438556,0.000004673826,0.0006405286],"study_design_scores_gemma":[0.000002867154,0.0001364611,0.001170277,0.000002472938,0.000005134852,0.00003089229,0.000009165762,0.001038347,0.9973972,0.00001052643,0.0001934065,0.000003369873],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948027,0.0006860976,0.003556562,0.00002069639,0.00001767878,0.00001400506,0.00009769038,0.0000554093,0.0007492286],"genre_scores_gemma":[0.9942773,0.0004930958,0.003512267,0.0000191631,0.000008422574,0.00001923777,0.0001151745,0.00001846021,0.001536946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007640448,"threshold_uncertainty_score":0.002555966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152230113162542,"score_gpt":0.2461448900709384,"score_spread":0.234622588939313,"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."}}