{"id":"W3036721396","doi":"10.1126/sciadv.aba2187","title":"LiQD Cornea: Pro-regeneration collagen mimetics as patches and alternatives to corneal transplantation","year":2020,"lang":"en","type":"article","venue":"Science Advances","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital Maisonneuve-Rosemont; University of Ottawa","funders":"Agence Nationale de la Recherche; Medical Research Council; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research","keywords":"Cornea; Regeneration (biology); Corneal transplantation; Blindness; Transplantation; Ophthalmology; Cell biology; Medicine; Biology; Optometry; Surgery","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":[0.0001674399,0.0002247168,0.0001295424,0.0003319789,0.0001051866,0.0002803341,0.0001787528,0.0002740661,0.00151061],"category_scores_gemma":[0.00008877107,0.0001000941,0.00017695,0.0001821989,0.0001291515,0.0002772036,0.0001786787,0.0004577021,0.0003945188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002089417,"about_ca_system_score_gemma":0.0001427254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003609656,"about_ca_topic_score_gemma":0.0005755835,"domain_scores_codex":[0.9999205,0.00001334045,0.000004408814,0.00001520289,0.00003250807,0.00001399286],"domain_scores_gemma":[0.9999444,0.000009608701,0.00001683946,0.000004077817,0.000007424023,0.000017647],"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":[0.0002321876,0.00009408382,0.0001991574,0.0003901422,0.00001016354,0.0002110317,0.00003171152,0.0001832381,0.9663341,0.000751998,0.0004334002,0.03112879],"study_design_scores_gemma":[0.00007600897,0.001428116,0.004203471,0.00006436626,0.00004196905,0.00248265,0.00006324725,0.001622027,0.948225,0.0003023899,0.0414683,0.00002254991],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8337156,0.1031723,0.03475052,0.0009589653,0.0004729495,0.0003201989,0.0006610486,0.0005558026,0.02539263],"genre_scores_gemma":[0.951935,0.02045841,0.01496349,0.0003854682,0.0001035772,0.00008619301,0.0002862401,0.00005694376,0.01172471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00151061,"threshold_uncertainty_score":0.00505352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03217808746007132,"score_gpt":0.3182094423828069,"score_spread":0.2860313549227355,"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."}}