{"id":"W1980821274","doi":"10.1080/01405110220118392","title":"Screening for diabetic retinopathy: developing a standardized photographic protocol for St. John's Hospital","year":2002,"lang":"en","type":"article","venue":"Journal of Audiovisual Media in Medicine","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diabetic retinopathy; Dieticians; Medicine; Podiatrist; Protocol (science); Optometry; Service (business); Health professionals; Family medicine; Health care; Diabetes mellitus; Alternative medicine; Surgery; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05485054,0.001482264,0.001509359,0.006534168,0.003161017,0.002193211,0.002913112,0.001766392,0.01657295],"category_scores_gemma":[0.04452901,0.001760428,0.001461754,0.003414557,0.001483132,0.002043004,0.003469292,0.003167427,0.007883208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006156661,"about_ca_system_score_gemma":0.02009864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005768481,"about_ca_topic_score_gemma":0.01384857,"domain_scores_codex":[0.9753695,0.01123247,0.007712309,0.0009189884,0.003517215,0.001249459],"domain_scores_gemma":[0.9669574,0.006897802,0.004422283,0.003923615,0.0153199,0.002479084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004884709,0.02638235,0.05683947,0.01086534,0.0001233389,0.00643637,0.02025186,0.005812791,0.03306365,0.006934578,0.114109,0.7142966],"study_design_scores_gemma":[0.006401214,0.0282837,0.4060959,0.0100552,0.0002119942,0.005636303,0.02214492,0.009961119,0.0255486,0.004696868,0.4797447,0.001219485],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.038742,0.0005051153,0.04058063,0.002254462,0.0005500654,0.9022716,0.001030163,0.0006873136,0.0133788],"genre_scores_gemma":[0.04032317,0.0023092,0.3782561,0.00165332,0.000402024,0.5688992,0.00191664,0.0001675339,0.006072899],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05485054,"threshold_uncertainty_score":0.2900809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07387315728267932,"score_gpt":0.3768314596877088,"score_spread":0.3029583024050294,"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."}}