{"id":"W2075918937","doi":"10.1039/b806684a","title":"Engineering tandem modular protein based reversible hydrogels","year":2008,"lang":"en","type":"article","venue":"Chemical Communications","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Modular design; Tandem; Self-healing hydrogels; Protein engineering; Chemistry; Nanotechnology; Computer science; Materials science; Polymer chemistry; Biochemistry; Composite material; Operating system","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":[0.0001269826,0.0001576528,0.0001460598,0.00004144495,0.0002295145,0.00001273503,0.0009888818,0.0001688876,0.00002343124],"category_scores_gemma":[0.0002570804,0.0001703829,0.000110232,0.0001896727,0.0002178107,0.000006923242,0.0003417968,0.0001944328,0.00007286378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000456762,"about_ca_system_score_gemma":0.00011003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001904016,"about_ca_topic_score_gemma":0.000002669677,"domain_scores_codex":[0.9990597,0.00004900511,0.0002439269,0.0002894112,0.0001245274,0.000233396],"domain_scores_gemma":[0.9975542,0.00002779642,0.0000629332,0.002143289,0.00009042375,0.0001213575],"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":[0.000004598958,0.0001131517,0.000157817,0.000008679774,0.00002458176,4.263799e-7,0.0000201875,0.0001280336,0.9986408,0.0001405895,0.0005672435,0.0001938572],"study_design_scores_gemma":[0.0001963776,0.00001392871,0.00005861382,0.00001860382,0.00001279091,0.00001049169,0.000006765081,0.004056727,0.8745607,0.00003970484,0.1208319,0.0001934407],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846881,0.001391331,0.008761356,0.001587996,0.00001356225,0.0005038576,0.00002278427,0.0001130343,0.002917978],"genre_scores_gemma":[0.9703285,0.000111649,0.02820385,0.0001836212,0.00005258752,0.0004162381,0.0002338986,0.0000376177,0.0004320679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1240802,"threshold_uncertainty_score":0.6948013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02824027566875125,"score_gpt":0.2350368467256959,"score_spread":0.2067965710569447,"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."}}