{"id":"W2020519938","doi":"10.1142/s0219519411004873","title":"EVALUATION OF CROSS-LINKING TIME FOR POROUS GELATIN HYDROGELS ON CELL SHEET DELIVERY PERFORMANCE","year":2011,"lang":"en","type":"article","venue":"Journal of Mechanics in Medicine and Biology","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Beef Cattle Research Council","keywords":"Gelatin; Self-healing hydrogels; Carbodiimide; Porosity; Swelling; Materials science; Chemical engineering; Biomedical engineering; Biophysics; Kinetics; Chemistry; Composite material; Polymer chemistry; Biochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002931216,0.0000910341,0.0003937957,0.0001963338,0.00002592679,0.000001006796,0.00004711747,0.0001144448,0.0001153058],"category_scores_gemma":[0.0002403901,0.00005810573,0.00005065726,0.00007827847,0.00003888366,0.00004588339,0.00001348976,0.0001514138,0.00000141307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004968342,"about_ca_system_score_gemma":0.00009544394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009916394,"about_ca_topic_score_gemma":0.000002111909,"domain_scores_codex":[0.9990035,0.00008163464,0.0004935004,0.0001027903,0.0001933963,0.0001252289],"domain_scores_gemma":[0.9989135,0.0001879527,0.0003702465,0.000080847,0.0003930921,0.0000544187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008977382,0.001863098,0.2934624,0.0005059947,0.0005903962,0.0001373911,0.003072635,0.0001083718,0.1459895,0.001424801,0.0002717106,0.5435963],"study_design_scores_gemma":[0.0994342,0.1411324,0.1617513,0.009151751,0.00729268,0.002924757,0.001202408,0.1209527,0.3497657,0.1035833,0.001726577,0.00108229],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974616,0.001045438,0.0001312619,0.0000784723,0.0002260511,0.0002002767,0.000002678142,0.000002235669,0.0008520263],"genre_scores_gemma":[0.9985573,0.0005945853,0.0005122704,0.000168014,0.000126515,0.000003345229,0.000008134451,0.000006260578,0.00002361339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.542514,"threshold_uncertainty_score":0.2369483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1333389225890222,"score_gpt":0.3581681606693175,"score_spread":0.2248292380802953,"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."}}