{"id":"W3126219427","doi":"10.1097/opx.0000000000001638","title":"Bulbar Redness and Dry Eye Disease: Comparison of a Validated Subjective Grading Scale and an Objective Automated Method","year":2021,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Allergan","keywords":"Medicine; Grading scale; Quadrant (abdomen); Ophthalmology; Grading (engineering); Visual analogue scale; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003441232,0.0003417061,0.0004266701,0.001247578,0.0001742824,0.0006051142,0.0004537598,0.0004459543,0.001405906],"category_scores_gemma":[0.006446074,0.0001571574,0.0004325173,0.000686145,0.0002481854,0.0006299042,0.0005106673,0.0002922367,0.0002445334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002505964,"about_ca_system_score_gemma":0.0001814511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006405272,"about_ca_topic_score_gemma":0.001309356,"domain_scores_codex":[0.99704,0.001219469,0.0002732703,0.0003172371,0.001077346,0.00007269152],"domain_scores_gemma":[0.9950629,0.001595776,0.001772716,0.0003414876,0.001005537,0.0002215935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004008917,0.0009445768,0.9151631,0.0004498661,0.0007292986,0.0001046216,0.0004288693,0.0003911678,0.01553815,0.0001588989,0.0006009904,0.06148154],"study_design_scores_gemma":[0.0001799155,0.003237909,0.9915904,0.00003608275,0.0001128852,0.0004063938,0.0002098886,0.002147951,0.001452958,0.00004705602,0.0005486871,0.00002974989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944947,0.0009740375,0.002626671,0.00002721951,0.00004279903,0.0001571194,0.000331343,0.0000321358,0.0013139],"genre_scores_gemma":[0.994086,0.0001955554,0.00455143,0.00004892038,0.00003088655,0.0001524972,0.0003767161,0.000007731393,0.000550263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003441232,"threshold_uncertainty_score":0.01819921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900397612730748,"score_gpt":0.4637241122350036,"score_spread":0.4447201361076962,"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."}}