{"id":"W4403457769","doi":"10.3390/gels10100662","title":"Advancements in Hydrogels for Corneal Healing and Tissue Engineering","year":2024,"lang":"en","type":"review","venue":"Gels","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Sherbrooke","funders":"","keywords":"Self-healing hydrogels; Tissue engineering; Economic shortage; Nanotechnology; Biocompatibility; Drug delivery; Cornea; Computer science; Materials science; Biomedical engineering; Medicine; Ophthalmology","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":[0.0007010715,0.0009353689,0.0007748419,0.002826677,0.0003441044,0.0008904117,0.0004536339,0.0009162207,0.003699501],"category_scores_gemma":[0.0005684231,0.0003336036,0.0005823622,0.001831666,0.0005337971,0.001600524,0.0008520262,0.001876126,0.001821179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005039678,"about_ca_system_score_gemma":0.0007761143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005661862,"about_ca_topic_score_gemma":0.001013321,"domain_scores_codex":[0.9997305,0.00003937181,0.00003274638,0.00004855671,0.000122828,0.0000258473],"domain_scores_gemma":[0.9997379,0.0001493542,0.00003879424,0.00001048729,0.00004646916,0.00001691497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005656203,0.0001164047,0.0001421812,0.03443361,0.00009111501,0.0003400164,0.0001950213,0.0007988313,0.03048265,0.01870984,0.01426529,0.9003685],"study_design_scores_gemma":[0.000009659806,0.0001118402,0.0003996635,0.002533166,0.00005887138,0.001068471,0.00004854188,0.0001356653,0.006649486,0.002432822,0.9865274,0.00002453783],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003591637,0.9956279,0.000715735,0.0001898818,0.0002034265,0.000009036191,0.00002567696,0.0000154582,0.002853799],"genre_scores_gemma":[0.002108096,0.9957458,0.0007305621,0.0001767215,0.0001569653,0.00001353209,0.00003485516,0.000004852684,0.001028571],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003699501,"threshold_uncertainty_score":0.01237607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06087951549572282,"score_gpt":0.3828293623922668,"score_spread":0.321949846896544,"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."}}