{"id":"W1994590642","doi":"10.1115/imece2004-59615","title":"Modulating Stiffness in DNA-Crosslinked Polyacrylamide Gels","year":2004,"lang":"en","type":"article","venue":"Advances in Bioengineering","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"National Science Foundation","keywords":"Self-healing hydrogels; Stiffness; Materials science; Tensegrity; Elastic modulus; Composite material; Acrylamide; Polyacrylamide; Polymer; Polymer chemistry; Structural engineering; Monomer","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":[0.0003291072,0.0005076448,0.0001512664,0.0002737979,0.0001895514,0.0003332918,0.0002546318,0.0002853307,0.001010582],"category_scores_gemma":[0.0003762449,0.0002721344,0.0001207145,0.0001355987,0.0003494369,0.000484528,0.0002600602,0.0005795451,0.0003097458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003312474,"about_ca_system_score_gemma":0.0001460715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000311654,"about_ca_topic_score_gemma":0.001022158,"domain_scores_codex":[0.9998187,0.0000302924,0.000014403,0.0000367685,0.00007297368,0.00002680458],"domain_scores_gemma":[0.9996727,0.0001397623,0.00009922903,0.00001196982,0.00002882878,0.00004755742],"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":[0.00002093718,0.000005644593,0.00002456794,0.00003096159,0.000001406724,0.00001871711,0.00001994046,0.0001981824,0.9987304,0.0001050899,0.00001039602,0.0008338001],"study_design_scores_gemma":[0.0000087421,0.00008507568,0.0002644241,0.000007938684,0.000003623478,0.00004467799,0.000007549073,0.0008353697,0.9975443,0.00007748556,0.001114249,0.000006495487],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9606563,0.007687184,0.02774318,0.000330945,0.00009752753,0.00009494678,0.000160089,0.0002243329,0.003005276],"genre_scores_gemma":[0.96325,0.004082363,0.02741731,0.0001649943,0.00004383846,0.0001117573,0.0001542811,0.00004265575,0.004732886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001010582,"threshold_uncertainty_score":0.003380775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009494802862183904,"score_gpt":0.2505487519776459,"score_spread":0.241053949115462,"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."}}