{"id":"W2804036803","doi":"10.1016/j.jcjo.2018.03.015","title":"Diabetic retinopathy screening in the immigrant population of Quebec, Canada","year":2018,"lang":"en","type":"letter","venue":"Canadian Journal of Ophthalmology","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Immigration; Population; Census; Context (archaeology); Medicine; Diabetic retinopathy; Demography; Socioeconomic status; Gerontology; Diabetes mellitus; Geography; Environmental health; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0003437202,0.0002409825,0.0003771819,0.0005708275,0.004361129,0.001055232,0.0007855102,0.001686406,0.004031023],"category_scores_gemma":[0.002221042,0.0002135729,0.0003091947,0.001595473,0.0007585326,0.0004642648,0.0005104259,0.001984036,0.0003018887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01540986,"about_ca_system_score_gemma":0.01560618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9740341,"about_ca_topic_score_gemma":0.9840577,"domain_scores_codex":[0.9993531,0.00006756313,0.00005226434,0.00005465546,0.0001366712,0.0003357127],"domain_scores_gemma":[0.9985402,0.0001612812,0.0001709295,0.00002457092,0.0005201582,0.0005829311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001788468,0.0003121265,0.898208,0.0001173526,0.00005579627,0.02967517,0.003812016,0.0002078344,0.0007385071,0.0008781565,0.0439721,0.0218441],"study_design_scores_gemma":[0.00008582477,0.0001461429,0.9425046,0.0005676313,0.00009976995,0.015578,0.02516582,0.001247983,0.0001187601,0.0005244885,0.0138929,0.00006808509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8807946,0.003284892,0.0001571925,0.08446669,0.0006916254,0.00009399339,0.001077264,0.00003173776,0.02940185],"genre_scores_gemma":[0.9750655,0.001325704,0.0001879548,0.0187276,0.0003696008,0.00002245807,0.0001652384,0.00001244584,0.00412349],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02596587,"threshold_uncertainty_score":0.1118069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967021167250797,"score_gpt":0.2575946338733511,"score_spread":0.2379244222008431,"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."}}