{"id":"W2005244966","doi":"10.1097/icl.0b013e3181f35d54","title":"Corneal Staining as a Response to Contact Lens Wear","year":2010,"lang":"en","type":"review","venue":"Eye & Contact Lens Science & Clinical Practice","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Staining; Cornea; Lens (geology); Contact lens; Ophthalmology; Positive staining; Effects of long-term contact lens wear on the cornea; Corneal epithelium; Medicine; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.02641989,0.001458049,0.005409471,0.0009596387,0.0009057458,0.0007114487,0.00202933,0.001648034,0.0005907213],"category_scores_gemma":[0.1231555,0.001201112,0.00208779,0.002628597,0.000813272,0.002757231,0.0009062197,0.008066047,0.008985024],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009286509,"about_ca_system_score_gemma":0.01719935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003502036,"about_ca_topic_score_gemma":0.0000726896,"domain_scores_codex":[0.9846296,0.00284475,0.003814643,0.003264872,0.003095721,0.002350437],"domain_scores_gemma":[0.9712713,0.01839631,0.002482639,0.003819787,0.001806163,0.00222385],"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":[0.01191719,0.002281349,0.001356923,0.001939515,0.0009050933,0.007151562,0.0009164584,6.937754e-7,0.001894461,0.003865168,0.0009134519,0.9668581],"study_design_scores_gemma":[0.001872537,0.007171025,0.00159074,0.007692088,0.003459241,0.0004736113,0.0006279942,0.00001222187,0.00001933829,0.000009354771,0.9758054,0.001266439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03524503,0.8982657,0.0001698443,0.01109989,0.007143472,0.007517925,0.0001466075,0.0006775332,0.03973402],"genre_scores_gemma":[0.01363169,0.9608288,0.003104735,0.01636834,0.001631382,0.0001533591,0.0000427731,0.0002766643,0.003962226],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.974892,"threshold_uncertainty_score":0.9998169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1186860403114106,"score_gpt":0.483336438800879,"score_spread":0.3646503984894684,"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."}}