{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005629066,0.0002914386,0.0005338421,0.0004022641,0.0002492205,0.0003217977,0.0001748606,0.0002701771,0.00003387909],"category_scores_gemma":[0.0000559728,0.0002672361,0.0001085388,0.00004758765,0.0007424415,0.000508113,0.0001243209,0.0002234163,0.000001093249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007721161,"about_ca_system_score_gemma":0.0006516754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002009756,"about_ca_topic_score_gemma":0.000008217266,"domain_scores_codex":[0.9981217,0.00001395909,0.0004531096,0.0006232446,0.0004947471,0.0002932357],"domain_scores_gemma":[0.9985499,0.00004494257,0.0003916405,0.0003380599,0.0004930836,0.0001823591],"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":[0.0003462314,0.00003571028,0.0006435282,0.000525154,0.00006263798,0.000003368415,0.0003841894,7.962689e-8,0.9437887,0.03262703,0.00009814053,0.02148521],"study_design_scores_gemma":[0.01642414,0.007482011,0.02329556,0.004782251,0.001491238,0.00003039453,0.0003710932,0.00139038,0.6595612,0.01289546,0.2698775,0.00239879],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3947309,0.00004365626,0.002052652,0.0005831259,0.001237777,0.05759818,0.0009305289,0.0001765908,0.5426466],"genre_scores_gemma":[0.3704023,0.0000111597,0.001120885,0.0006610546,0.0006461462,0.002246536,0.0003740808,0.0001238391,0.624414],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2842276,"threshold_uncertainty_score":0.999978,"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."}}