{"id":"W1145916278","doi":"","title":"The relationship between clinical grading and objective image analysis of Lid Wiper Epitheliopathy","year":2013,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Grading (engineering); Ophthalmology; Optometry; Medicine; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001864188,0.0001488586,0.0005016601,0.0003311397,0.0005051063,0.00005043968,0.0002167842,0.0001354483,0.00003906648],"category_scores_gemma":[0.006522981,0.00008909728,0.0001602403,0.002310983,0.008885999,0.0002587997,0.0001269008,0.0002959583,0.00002963154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005285499,"about_ca_system_score_gemma":0.0002660749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001939012,"about_ca_topic_score_gemma":8.68001e-7,"domain_scores_codex":[0.9977966,0.0004128887,0.0006203988,0.0004829116,0.0003734026,0.0003137992],"domain_scores_gemma":[0.9952313,0.003314961,0.0003460962,0.0002784645,0.0004251804,0.0004040565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001158777,0.00004349406,0.9536424,0.000007045814,0.0002710722,0.000007293547,0.000585155,0.00000117469,0.04495315,0.0001882596,0.00002094853,0.0002684782],"study_design_scores_gemma":[0.0002811035,0.000396779,0.9884055,0.0001320012,0.000807569,0.00003901764,0.001042561,0.0004544882,0.005509556,0.002835567,9.332093e-7,0.00009492067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974518,0.0006387342,0.000003912336,0.000583956,0.00009670071,0.0003880318,0.000007784809,0.00001789962,0.0008111425],"genre_scores_gemma":[0.9993495,0.00002499197,0.000331479,0.00008361137,0.00006402358,0.00003282481,0.000004433114,0.000008241875,0.0001008664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03944359,"threshold_uncertainty_score":0.9938112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09554655946425954,"score_gpt":0.4037720338182629,"score_spread":0.3082254743540033,"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."}}