{"id":"W4413229200","doi":"10.2174/9789815324334125010016","title":"Protocols for Isolation and Characterization of Human Corneal Epithelial and Conjunctival Epithelial Cells","year":2025,"lang":"en","type":"book-chapter","venue":"BENTHAM SCIENCE PUBLISHERS eBooks","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Conjunctiva; Cornea; Medicine; Corneal epithelium; Immunology; Biology; Pathology; Cell biology; 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":[0.001086721,0.001101295,0.0007961755,0.001876418,0.000995817,0.0008601156,0.001204938,0.0007212425,0.02757526],"category_scores_gemma":[0.0007788556,0.0006149043,0.0007117046,0.002203933,0.00050027,0.0006515885,0.0008672638,0.002123275,0.02842523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004082959,"about_ca_system_score_gemma":0.0009091907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009144961,"about_ca_topic_score_gemma":0.003713392,"domain_scores_codex":[0.9991978,0.0001050351,0.0001277148,0.0001297349,0.0003713008,0.00006846126],"domain_scores_gemma":[0.9995481,0.0001413642,0.00002793703,0.00008312409,0.0001709179,0.00002861007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001575736,0.0003527087,0.0005719859,0.002826106,0.00003900283,0.001216144,0.0008607375,0.0006304633,0.8039627,0.005511476,0.03597089,0.1479002],"study_design_scores_gemma":[0.00004571018,0.0004047205,0.003806186,0.000508138,0.00007644414,0.002198947,0.0001989965,0.0005651637,0.1973083,0.002279846,0.7925424,0.00006524561],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.0307313,0.06362505,0.6054967,0.002064569,0.004440944,0.01562772,0.03852184,0.004280425,0.2352116],"genre_scores_gemma":[0.03764936,0.05715271,0.5592932,0.001923538,0.0006584966,0.02850972,0.08115048,0.001702607,0.2319599],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.02757526,"threshold_uncertainty_score":0.09224844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02154844643716439,"score_gpt":0.273453601920592,"score_spread":0.2519051554834276,"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."}}