{"id":"W4220930269","doi":"10.1136/bmjophth-2021-000943","title":"Drug-induced corneal deposits: an up-to-date review","year":2022,"lang":"en","type":"review","venue":"BMJ Open Ophthalmology","topic":"Drug-Induced Ocular Toxicity","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Cornea; Corneal epithelium; Drug; Phototherapeutic keratectomy; Pharmacology; 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","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.003921596,0.001347648,0.008141887,0.0005313859,0.0003550878,0.000132294,0.003572112,0.0007319118,0.005640265],"category_scores_gemma":[0.001461153,0.001196456,0.001090586,0.001560375,0.00009971724,0.0002718055,0.00383409,0.002300502,0.002512253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007296983,"about_ca_system_score_gemma":0.003447459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005428007,"about_ca_topic_score_gemma":0.00003157379,"domain_scores_codex":[0.9894243,0.003578511,0.002428059,0.002364251,0.0009272104,0.001277627],"domain_scores_gemma":[0.9927695,0.000434173,0.001312298,0.004128979,0.0001983288,0.001156769],"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":[0.0001139601,0.0005417269,0.00003251069,0.06307663,0.0007792606,0.01923123,0.0001199519,2.347224e-7,0.000009859772,0.0001166236,0.01025303,0.905725],"study_design_scores_gemma":[0.0007555757,0.0007678084,0.00006098331,0.03410698,0.002739484,0.09224356,0.0000526328,0.000001144456,0.00001030115,0.00001361165,0.8681275,0.00112039],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006434161,0.9230103,0.00000205132,0.0005944826,0.002183324,0.02733205,0.0001249023,0.0001277077,0.04598169],"genre_scores_gemma":[0.00006888893,0.974907,0.0009927144,0.003371788,0.0005462319,0.007874796,0.002189879,0.0004219844,0.009626692],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9046046,"threshold_uncertainty_score":0.9999275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2931237446671877,"score_gpt":0.509453625168685,"score_spread":0.2163298805014973,"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."}}