{"id":"W1224991473","doi":"","title":"Virtual Ophthalmologist in Diabetes Screening","year":2002,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Optometry; Medicine; Ophthalmology; Diabetes mellitus; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.000915431,0.000173382,0.0002729792,0.0006491384,0.001407141,0.001014105,0.0004915927,0.001759909,0.01522653],"category_scores_gemma":[0.005670634,0.0001965817,0.0002099772,0.0002961304,0.0002423017,0.0008410745,0.001062203,0.0009445422,0.001059856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005995036,"about_ca_system_score_gemma":0.001424537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005209155,"about_ca_topic_score_gemma":0.0101605,"domain_scores_codex":[0.9990206,0.00058381,0.00004309537,0.00006027228,0.0001058984,0.0001863867],"domain_scores_gemma":[0.9984427,0.0005356335,0.00008659394,0.00002951602,0.0001085635,0.0007970118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00443325,0.003012864,0.5214915,0.0003310172,0.00009491338,0.05806134,0.002048344,0.002807713,0.00136713,0.003999367,0.06152407,0.3408285],"study_design_scores_gemma":[0.002189662,0.007152415,0.5410511,0.0018531,0.0006243014,0.2469896,0.02335723,0.02605614,0.004277988,0.01719813,0.1289719,0.0002784393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8324191,0.01052942,0.002674118,0.02864986,0.002364217,0.0001459005,0.0004135621,0.0001053303,0.1226985],"genre_scores_gemma":[0.9869335,0.002082968,0.001668168,0.002348809,0.0005174653,0.00004391887,0.00009599424,0.00001258251,0.006296628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01522653,"threshold_uncertainty_score":0.05093777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06448440415795766,"score_gpt":0.3518133569963654,"score_spread":0.2873289528384078,"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."}}