{"id":"W4384932905","doi":"10.1002/adfm.202302721","title":"Low Energy Blue Pulsed Light‐Activated Injectable Materials for Restoring Thinning Corneas","year":2023,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital Maisonneuve-Rosemont; Ottawa Public Health; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; California HIV/AIDS Research Program","keywords":"Materials science; Cornea; Biomedical engineering; Stromal cell; Extracellular matrix; Transplantation; Self-healing hydrogels; Corneal transplantation; Hyaluronic acid; Blue light; Economic shortage; Optoelectronics; Surgery; Ophthalmology; Medicine; Chemistry; Cancer research; Anatomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001753728,0.0003929581,0.0001011334,0.0003233353,0.00007012816,0.0002182577,0.0001363403,0.0002623826,0.001232281],"category_scores_gemma":[0.00009647565,0.0001148468,0.0001591639,0.0001240796,0.0001733077,0.0002160714,0.0001104131,0.0003248122,0.0001905559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001278478,"about_ca_system_score_gemma":0.0001178022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001233258,"about_ca_topic_score_gemma":0.0002406989,"domain_scores_codex":[0.999946,0.000008746842,0.000002951495,0.000006929795,0.0000265203,0.000008892748],"domain_scores_gemma":[0.99991,0.00002239474,0.00004022401,0.000005335189,0.00000790985,0.00001425659],"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":[0.0000298152,0.00001946361,0.00004756669,0.00004631408,0.000002161854,0.00002979655,0.000006047328,0.00009343468,0.9973902,0.00008337075,0.00002602522,0.002225837],"study_design_scores_gemma":[0.00001472977,0.0003650578,0.00135385,0.0000110725,0.00001171678,0.0001642648,0.00001025528,0.000674211,0.9957943,0.00004259062,0.001552421,0.000005536657],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627345,0.005424129,0.02809116,0.0001138213,0.00009178392,0.00009465909,0.0002082612,0.0001855839,0.003056017],"genre_scores_gemma":[0.9800493,0.002243268,0.01477935,0.00008240666,0.0000261858,0.00006700751,0.00007719788,0.00002660225,0.002648651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001232281,"threshold_uncertainty_score":0.004122317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02293581726577481,"score_gpt":0.2586222720604782,"score_spread":0.2356864547947033,"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."}}