{"id":"W4405519411","doi":"10.1080/09286586.2024.2434738","title":"Feasibility and Patient Experience of a Pilot Artificial Intelligence-Based Diabetic Retinopathy Screening Program in Northern Ontario","year":2024,"lang":"en","type":"article","venue":"Ophthalmic Epidemiology","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Thunder Bay Regional Health Sciences Centre","funders":"Innovation Fund; Northern Ontario Academic Medicine Association","keywords":"Medicine; Diabetic retinopathy; Retinopathy; Optometry; Ophthalmology; Diabetes mellitus","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009773091,0.0001691364,0.0006594922,0.0001933432,0.00003219359,0.000008764479,0.00007633153,0.00007919594,0.00005776521],"category_scores_gemma":[0.001297423,0.0001352855,0.0001236993,0.0003337819,0.0003979071,0.00003694126,0.00004308216,0.0003649339,0.000006128328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001363013,"about_ca_system_score_gemma":0.0001448411,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00901405,"about_ca_topic_score_gemma":0.005403265,"domain_scores_codex":[0.9978462,0.0003431048,0.000818464,0.0005399596,0.0001139339,0.0003383463],"domain_scores_gemma":[0.9986402,0.0007586967,0.0001251322,0.0002915321,0.00006512217,0.0001192692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002178964,0.0002592657,0.9159896,0.0001237403,0.00002120644,0.0001388575,0.001302134,0.0001331192,0.000708625,0.00007195634,0.000003443334,0.08103011],"study_design_scores_gemma":[0.0003913151,0.005507044,0.9078041,0.001991908,0.0002138126,0.000335089,0.00176885,0.07126489,0.003208156,0.006813507,0.0002480205,0.0004533481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952404,0.001480147,0.001305391,0.001221998,0.00009241584,0.0003887373,0.000002291835,0.00004827146,0.0002203226],"genre_scores_gemma":[0.9931143,0.00001454901,0.006586633,0.000130361,0.0000288247,0.0000725724,0.00001345029,0.00001348658,0.00002582864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08057676,"threshold_uncertainty_score":0.997585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.133029954367164,"score_gpt":0.3837270655535266,"score_spread":0.2506971111863626,"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."}}