{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001759098,0.0001961292,0.0001959157,0.0002387117,0.00178545,0.0007666547,0.0006082577,0.0002160182,0.001336925],"category_scores_gemma":[0.004272632,0.0002430884,0.0002498745,0.000371574,0.0007093084,0.0003535532,0.0008785353,0.0003173859,0.0002072383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009137761,"about_ca_system_score_gemma":0.01326606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5519362,"about_ca_topic_score_gemma":0.7300975,"domain_scores_codex":[0.9987822,0.0003662337,0.00005599753,0.0001247186,0.0003176464,0.000353222],"domain_scores_gemma":[0.9965964,0.0005046934,0.0005967096,0.000158503,0.000758199,0.001385422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001478004,0.004272196,0.8952078,0.0001327867,0.00003606488,0.001191182,0.02089325,0.0005235777,0.004297947,0.0001016654,0.001684783,0.07018079],"study_design_scores_gemma":[0.0001439914,0.005024321,0.9788823,0.00004039745,0.00002733931,0.0002585911,0.01073789,0.001352985,0.0006568353,0.00004079066,0.002800717,0.0000339059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986292,0.00002307695,0.0000799381,0.0001285263,0.000002321366,0.000183036,0.00005526136,0.00001148154,0.0008872712],"genre_scores_gemma":[0.9985588,0.00005637193,0.0006096175,0.00009055455,0.000004053074,0.00009559076,0.00007783483,0.00000252788,0.0005046076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4480638,"threshold_uncertainty_score":0.901405,"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."}}