{"id":"W1985078927","doi":"10.3390/jfb4030162","title":"Epoxy Cross-Linked Collagen and Collagen-Laminin Peptide Hydrogels as Corneal Substitutes","year":2013,"lang":"en","type":"article","venue":"Journal of Functional Biomaterials","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; University of Ottawa","keywords":"Self-healing hydrogels; Carbodiimide; Diglycidyl ether; Epoxy; Materials science; Tissue engineering; Cell adhesion; Polymer chemistry; Biophysics; Adhesion; Biomedical engineering; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009054826,0.000260929,0.0004758029,0.0002301965,0.0003199021,0.0009245385,0.000263038,0.0001849873,0.01634761],"category_scores_gemma":[0.0004448438,0.0002192504,0.000112083,0.000231215,0.0002063454,0.001247463,0.0001024072,0.00003264261,0.001088293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009587713,"about_ca_system_score_gemma":0.0002779096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004853775,"about_ca_topic_score_gemma":0.000005765619,"domain_scores_codex":[0.997444,0.0001816336,0.001151378,0.0003003279,0.0006081805,0.0003144834],"domain_scores_gemma":[0.9974719,0.00018985,0.001054304,0.0002379374,0.0007730496,0.0002729406],"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":[0.0003159669,0.00009890635,0.001594528,0.0000299493,0.00004266652,0.00004325915,0.0001028431,0.00004710334,0.9903023,0.0001546534,0.007125521,0.000142344],"study_design_scores_gemma":[0.001521217,0.0003523201,0.1567951,0.00005966398,0.00006036235,0.001679067,0.0001928528,0.00003620729,0.8283471,0.0008081365,0.009834887,0.0003130444],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937665,0.0001407575,0.0002329574,0.0006296539,0.004176341,0.0003427239,0.00006934681,0.00005563221,0.0005860724],"genre_scores_gemma":[0.9957196,0.00007344785,0.0008036064,0.0003672652,0.001060667,0.0000262911,0.00003438066,0.00002692063,0.00188781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1619551,"threshold_uncertainty_score":0.9996895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01949545175533258,"score_gpt":0.2577020790781577,"score_spread":0.2382066273228252,"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."}}