{"id":"W4408884539","doi":"10.1007/5584_2025_855","title":"Advances in Regenerative Medicine, Cell Therapy, and 3D Bioprinting for Corneal, Oculoplastic, and Orbital Surgery","year":2025,"lang":"en","type":"review","venue":"Advances in experimental medicine and biology","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Queen's University; McGill University Health Centre; Université de Sherbrooke","funders":"","keywords":"Regenerative medicine; Medicine; 3D bioprinting; Stem cell; Cornea; Surgery; Tissue engineering; Ophthalmology; Biomedical engineering; Biology","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":[0.0007280653,0.0008828713,0.001318156,0.002568416,0.0002632797,0.001134291,0.0007499876,0.0008564763,0.00587329],"category_scores_gemma":[0.0007687847,0.0002519219,0.0005797045,0.002199757,0.0004030639,0.001300367,0.0007701559,0.001862592,0.002268319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004560005,"about_ca_system_score_gemma":0.0009538729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001000259,"about_ca_topic_score_gemma":0.002571755,"domain_scores_codex":[0.9998049,0.00002508254,0.00002473081,0.00002939059,0.0000935575,0.00002240648],"domain_scores_gemma":[0.9996581,0.0001819666,0.00004252279,0.00001003078,0.00008072025,0.00002666498],"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":[0.00007461046,0.0000859515,0.00009735978,0.01762578,0.0000686036,0.0001172741,0.00003394098,0.0003031518,0.002500903,0.004793482,0.0231854,0.9511135],"study_design_scores_gemma":[0.00002122638,0.00009202206,0.0005334482,0.003673949,0.0001115544,0.0005462913,0.00003880609,0.0001218756,0.0007774245,0.002130638,0.9919337,0.00001913168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008189451,0.9984472,0.0001656826,0.0001411785,0.0001979602,0.000004399573,0.00002063755,0.000007012619,0.0009340636],"genre_scores_gemma":[0.0003926031,0.9985889,0.0002391189,0.0001190345,0.0001294724,0.000004132393,0.00002770152,0.000001393778,0.0004976122],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00587329,"threshold_uncertainty_score":0.01964813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07821793215800218,"score_gpt":0.4116202755345387,"score_spread":0.3334023433765365,"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."}}