{"id":"W4406591678","doi":"10.1111/aos.16950","title":"In‐situ printing of gelma‐based hydrogels for cornea regeneration","year":2025,"lang":"en","type":"article","venue":"Acta Ophthalmologica","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université de Montréal","funders":"","keywords":"Self-healing hydrogels; Regeneration (biology); Cornea; In situ; Biomedical engineering; Ophthalmology; Medicine; Materials science; Chemistry; Biology; Cell biology; Polymer chemistry","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":[0.0001873101,0.0001016281,0.0002771723,0.00008747486,0.00004288728,0.000005172048,0.00005366413,0.00009773375,0.00007359183],"category_scores_gemma":[0.0002626956,0.00008134892,0.0001004694,0.0002246629,0.00003165111,0.00004656224,0.00002575764,0.00006710131,0.000003057439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004862521,"about_ca_system_score_gemma":0.00007855687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002223338,"about_ca_topic_score_gemma":0.000001869811,"domain_scores_codex":[0.9992431,0.00003335946,0.0002651077,0.0002185832,0.00007370676,0.0001661108],"domain_scores_gemma":[0.9993508,0.0002594097,0.00009125909,0.000205447,0.00006096933,0.00003215386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001491806,0.001670017,0.6986253,0.0003781826,0.00015896,0.0004349938,0.00005635012,0.00005760842,0.284345,0.001836971,0.000721555,0.01022323],"study_design_scores_gemma":[0.003197154,0.0007857715,0.4163415,0.0002778686,0.0001310156,0.0001113046,0.00002532892,0.0007001201,0.5732594,0.002187069,0.002821312,0.0001621733],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860727,0.00009578693,0.0001490162,0.0009722778,0.0001222559,0.000543131,0.000005079485,0.00001972637,0.01202001],"genre_scores_gemma":[0.9969757,0.000005249665,0.00138726,0.0002303272,0.00002371419,0.00009149553,0.00004489177,0.000005920499,0.0012355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2889144,"threshold_uncertainty_score":0.3317313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04472672244827233,"score_gpt":0.3257088668915835,"score_spread":0.2809821444433112,"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."}}