{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007807392,0.0001278721,0.0003616918,0.0002665239,0.0002696946,0.00009445807,0.0000691534,0.0000569412,0.00001118352],"category_scores_gemma":[0.0002513953,0.0001071323,0.00002840271,0.0015907,0.0004087265,0.0004536861,0.0001146594,0.0001308246,7.357029e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002623078,"about_ca_system_score_gemma":0.0001439073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002944573,"about_ca_topic_score_gemma":0.00000222752,"domain_scores_codex":[0.9985284,0.0001283741,0.0002002971,0.000540612,0.0003944547,0.0002078902],"domain_scores_gemma":[0.9988702,0.0001273386,0.00008604785,0.0002474503,0.0003123542,0.0003566181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001311953,0.0001515905,0.7483678,0.00007796625,0.00001557005,0.00001781667,0.001225643,0.00000244179,0.2416213,0.00004938748,9.540221e-7,0.008338413],"study_design_scores_gemma":[0.0006576175,0.0002469369,0.746962,0.0002008086,0.00007179566,0.000003748334,0.002899717,0.03885765,0.2099406,0.00003457136,0.00001270696,0.0001118721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943779,0.001294221,0.00380206,0.00008715574,0.00006849012,0.0001523489,0.00001344365,0.0000581149,0.0001463202],"genre_scores_gemma":[0.9923056,0.00008862175,0.007462028,0.00005166242,0.00001108744,0.000002395564,0.000005884998,0.000007670908,0.0000650181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03885521,"threshold_uncertainty_score":0.4368728,"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."}}