{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009865495,0.0002547964,0.0004913018,0.0005973687,0.000279018,0.0000600042,0.000379182,0.0001069384,0.0005493111],"category_scores_gemma":[0.001737342,0.0002166977,0.0001058184,0.002491478,0.006630209,0.0003678635,0.0001872829,0.0004731264,0.000174004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001169831,"about_ca_system_score_gemma":0.00009556433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001250386,"about_ca_topic_score_gemma":6.886783e-7,"domain_scores_codex":[0.9973036,0.000174188,0.0004001711,0.0007919136,0.0005391238,0.0007910139],"domain_scores_gemma":[0.9987538,0.0002047273,0.0001435626,0.0002974652,0.0001820593,0.0004183298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001061282,0.0001810381,0.7119628,0.000008536846,0.00001837114,0.0009837394,0.0003571128,0.00004500074,0.2851259,0.00005228755,0.00005148811,0.001203168],"study_design_scores_gemma":[0.0009586775,0.001887035,0.7913607,0.0002857344,0.00006738421,0.001580836,0.0007830558,0.03325658,0.1681749,0.001101639,0.0000565382,0.0004869003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887719,0.0001939855,0.000005263916,0.001857335,0.0000972964,0.0001643432,0.00000211845,0.0000540601,0.008853657],"genre_scores_gemma":[0.9957884,0.000005070423,0.002304099,0.0005242637,0.00007206188,0.00002527778,0.000004274541,0.00001614253,0.001260421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.116951,"threshold_uncertainty_score":0.9960732,"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."}}