{"id":"W2039493318","doi":"10.1021/bm2013982","title":"Injectable, Mixed Natural-Synthetic Polymer Hydrogels with Modular Properties","year":2012,"lang":"en","type":"article","venue":"Biomacromolecules","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":171,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Self-healing hydrogels; Polymer; Carboxymethyl cellulose; Polymer chemistry; Swelling; Chemistry; Chemical engineering; Monomer; Dextran; Materials science; Organic chemistry; Composite material; Sodium","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001961418,0.0003993898,0.0002696784,0.00009928474,0.0002361952,0.0000657062,0.0004308884,0.000197248,0.00003171124],"category_scores_gemma":[0.00006268097,0.0002969957,0.0001299671,0.0002374113,0.0002790434,0.00002295654,0.0001947054,0.0001118654,0.0001404635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003351718,"about_ca_system_score_gemma":0.00009635629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001215479,"about_ca_topic_score_gemma":0.00002550427,"domain_scores_codex":[0.997955,0.0001366339,0.0003090255,0.0005622041,0.0002877077,0.0007494489],"domain_scores_gemma":[0.9986652,0.000009008927,0.0001250492,0.0008780795,0.00009888188,0.0002238013],"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":[0.00009115761,0.0001973693,0.0006811423,0.00002589362,0.000164046,0.000003178427,0.0001085165,0.000006273394,0.994049,0.0001265488,0.0002296637,0.004317174],"study_design_scores_gemma":[0.0003177436,0.000124007,0.0006509934,0.00003918795,0.00006811297,0.0001623357,0.00009670066,0.00005986379,0.9753737,0.00001104175,0.02259099,0.0005053412],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771905,0.01968558,0.001359676,0.0002643697,0.0001314654,0.0004490104,0.00002456311,0.00009237706,0.0008024745],"genre_scores_gemma":[0.9965562,0.00009333769,0.001290004,0.0002525046,0.0002426725,0.0003197107,0.00007071415,0.0001082825,0.001066615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02236132,"threshold_uncertainty_score":0.9999482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01351530985331996,"score_gpt":0.2171957021788365,"score_spread":0.2036803923255165,"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."}}