{"id":"W4252795970","doi":"10.2196/preprints.23492","title":"Impact of Intersecting Systems of Oppression on Diabetic Retinopathy Screening Among Those Who Identify as Women of Low Socioeconomic Status: Protocol for a Convergent Mixed Methods Study (Preprint)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Wilfrid Laurier University; Women's and Gender Studies et Recherches Féministes; Regent Park Community Health Centre; York University; University Health Network; University of Toronto; Toronto General Hospital; Diabetes Canada; Ted Rogers Centre for Heart Research","funders":"","keywords":"Diabetic retinopathy; Socioeconomic status; Medicine; Thematic analysis; Visual impairment; Cohort; Cohort study; Logistic regression; Family medicine; Optometry; Diabetes mellitus; Gerontology; Qualitative research; Environmental health; Population; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0595541,0.002808725,0.004405505,0.003765224,0.006579289,0.005089488,0.004479066,0.004201869,0.06908174],"category_scores_gemma":[0.05257433,0.003359028,0.007159601,0.00426573,0.002996312,0.003943921,0.00435363,0.006581492,0.008006406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008919481,"about_ca_system_score_gemma":0.03872913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008948356,"about_ca_topic_score_gemma":0.01562908,"domain_scores_codex":[0.9746169,0.0151295,0.004349625,0.001736687,0.002052733,0.002114479],"domain_scores_gemma":[0.9645454,0.0120802,0.003524792,0.004392167,0.01290314,0.00255425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.07766794,0.06264582,0.02828817,0.1418878,0.0023256,0.003398605,0.09061677,0.01089479,0.006354892,0.03672272,0.1363019,0.4028949],"study_design_scores_gemma":[0.1434244,0.05937831,0.09791537,0.07878789,0.002317608,0.0006232042,0.1181288,0.008133166,0.01006975,0.0287535,0.4511847,0.001283345],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00235787,0.00007229417,0.00103107,0.0001228946,0.00007002016,0.9950316,0.0007792165,0.00001774027,0.0005173503],"genre_scores_gemma":[0.0007133136,0.00003732894,0.001698634,0.00005581965,0.000005219207,0.9972838,0.00008245818,0.000001580155,0.000121775],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06908174,"threshold_uncertainty_score":0.3149559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05527112224227911,"score_gpt":0.4493646856091758,"score_spread":0.3940935633668967,"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."}}