{"id":"W2569791026","doi":"","title":"Retinal Thickness Irregularities in Preclinical Diabetic Retinopathy","year":2016,"lang":"en","type":"article","venue":"TSpace (University of Toronto)","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"Hospital for Sick Children","keywords":"Retinal; Ophthalmology; Diabetic retinopathy; Medicine; Optometry; Retinopathy; Diabetes mellitus; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003551742,0.0001017987,0.0003670689,0.00005237229,0.00004951756,0.000004431629,0.0001461525,0.00009242311,0.004922751],"category_scores_gemma":[0.0001438448,0.00008752838,0.0001561109,0.00007182544,0.0003024167,0.0001830104,0.00007443074,0.0001058309,0.00002682668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000153676,"about_ca_system_score_gemma":0.00006391689,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0131355,"about_ca_topic_score_gemma":0.004773103,"domain_scores_codex":[0.9990835,0.0001019106,0.0001231978,0.0002496434,0.0002337045,0.0002081035],"domain_scores_gemma":[0.999261,0.000126033,0.00009675222,0.0003034625,0.0001023468,0.0001104609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001857161,0.0005884483,0.7990065,0.0003853911,0.0002221296,0.00048283,0.009747763,0.000001593634,0.02578718,0.001351311,0.001595289,0.1589744],"study_design_scores_gemma":[0.001869482,0.0002665709,0.9884434,0.0006722405,0.0001958873,0.00002207596,0.007052828,0.0001622054,0.0003406248,0.00007334439,0.000747797,0.0001535395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505963,0.0005130928,0.0006009295,0.01211054,0.0000584023,0.00009849016,0.000004148913,0.00004620138,0.03597193],"genre_scores_gemma":[0.9828766,0.0003235879,0.001728201,0.00004014857,0.00003720396,1.701387e-7,0.000002510011,0.000008107228,0.01498344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1894369,"threshold_uncertainty_score":0.9959869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02128701175554498,"score_gpt":0.2811305171115923,"score_spread":0.2598435053560473,"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."}}