{"id":"W2086999352","doi":"10.1097/opx.0b013e31822c095d","title":"Non‐Invasive Collection and Examination of Human Corneal Epithelial Cells","year":2011,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; St. Jerome's University","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Cornea; Corneal epithelium; Staining; Ophthalmology; Cell; Epithelium; Medicine; Pathology; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001480923,0.0004546077,0.000395034,0.0007042294,0.0003665288,0.000539566,0.00048399,0.0004353499,0.002048585],"category_scores_gemma":[0.001225979,0.0002118306,0.0003809852,0.000363409,0.0004976682,0.0004103773,0.0007798561,0.0005544794,0.001016367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001528692,"about_ca_system_score_gemma":0.0005371688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005183262,"about_ca_topic_score_gemma":0.0007729325,"domain_scores_codex":[0.9986462,0.000309883,0.000153771,0.0002051445,0.0005974912,0.00008746805],"domain_scores_gemma":[0.9986914,0.0003263515,0.0001696215,0.0004073123,0.0003337149,0.0000716019],"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":[0.0001972249,0.00009444345,0.006191199,0.0001987105,0.00001665342,0.000171282,0.000149695,0.00006055678,0.9735115,0.0001155843,0.0002868068,0.01900636],"study_design_scores_gemma":[0.00005668089,0.001886072,0.06794012,0.00006935277,0.00008493763,0.003543438,0.0003396603,0.001395533,0.9120234,0.0001689847,0.0124416,0.00005028847],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7775968,0.01010134,0.2033441,0.0003305399,0.000240237,0.001913354,0.001540444,0.0006955948,0.004237649],"genre_scores_gemma":[0.8092961,0.004506701,0.1746031,0.0004154292,0.0002081962,0.002091603,0.002709066,0.0001138201,0.00605593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002048585,"threshold_uncertainty_score":0.007831931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02209317804831195,"score_gpt":0.3552806155805943,"score_spread":0.3331874375322823,"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."}}