{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005595005,0.00005778614,0.0001229022,0.0002583946,0.0001694531,0.00001637774,0.00004636931,0.00003923999,0.00003804695],"category_scores_gemma":[0.00005368439,0.00004676455,0.00001690682,0.0006479624,0.0002886079,0.0002063305,0.00004395631,0.00005571273,0.000004110686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001356603,"about_ca_system_score_gemma":0.00004056306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002604331,"about_ca_topic_score_gemma":0.000001659093,"domain_scores_codex":[0.9993164,0.00001496684,0.0001237951,0.0001985155,0.0002426253,0.0001036821],"domain_scores_gemma":[0.9995703,0.00003182087,0.00006537208,0.0001111709,0.0001319299,0.00008941899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003652739,0.00006507983,0.06521399,0.00004279493,0.000003343728,0.000003478363,0.001052733,5.348742e-8,0.9280101,0.00009546487,0.000004982606,0.005471477],"study_design_scores_gemma":[0.0003321355,0.0005626491,0.5403417,0.0000368158,0.00001121845,0.000003865975,0.0003055754,0.0001366183,0.4582119,0.00001382387,0.00001015761,0.00003356479],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958851,0.00003656515,0.0002223079,0.00001380995,0.00008021372,0.000121206,0.000001727944,0.000007227455,0.003631886],"genre_scores_gemma":[0.999014,0.00007207132,0.000541041,0.00004127888,0.00001390682,0.00000117537,6.998355e-7,0.000002954947,0.0003128573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4751277,"threshold_uncertainty_score":0.1907003,"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."}}