{"id":"W4255262629","doi":"10.15353/cjo.v82i4.1350","title":"Malignant Hypertension","year":2020,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Visual acuity; Fundus (uterus); Retinopathy; Ophthalmology; Visual field; Diabetic retinopathy; Retinal; Hypertensive retinopathy; Optometry; Visual impairment; Disease; Diabetes mellitus; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001471828,0.0005524564,0.001818701,0.006848419,0.0003824626,0.0003569709,0.0009522284,0.0003211077,0.001495435],"category_scores_gemma":[0.001763444,0.0004707924,0.001219723,0.004714711,0.0004007514,0.0006398477,0.00002362774,0.001880062,0.00010197],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000960668,"about_ca_system_score_gemma":0.009605595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00264908,"about_ca_topic_score_gemma":0.0002906233,"domain_scores_codex":[0.9949614,0.0001927498,0.002026734,0.0003796825,0.001137809,0.001301602],"domain_scores_gemma":[0.9829242,0.0001703251,0.001497283,0.0004048402,0.002675756,0.01232763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001334064,0.00003556261,0.9366556,0.0001366741,0.0008542257,0.01818063,0.0004615913,0.0001789375,0.001816702,0.000002991089,0.03947254,0.002071115],"study_design_scores_gemma":[0.003996876,0.001550172,0.9038371,0.001844025,0.001905144,0.03675023,0.002471048,0.0006720596,0.002569813,0.00000418542,0.04353708,0.000862248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605283,0.008355387,0.0009897823,0.02719321,0.001124774,0.0001494014,0.00007091567,0.00001011997,0.001578133],"genre_scores_gemma":[0.9884964,0.0003105204,0.003954016,0.005049393,0.001693033,5.945378e-7,0.000009732352,0.000108877,0.0003774062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03281851,"threshold_uncertainty_score":0.9997744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02425549365191492,"score_gpt":0.3013971780490181,"score_spread":0.2771416843971032,"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."}}