{"id":"W3183723635","doi":"","title":"Development of a Pediatric Ophthalmology Biobank","year":2021,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Medical and Health Sciences Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"","keywords":"Biobank; Optometry; Medicine; Ophthalmology; Biology; Bioinformatics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00199795,0.0001856042,0.0004958253,0.0003970336,0.0004223399,0.00001729187,0.0004655902,0.0001604629,0.001655614],"category_scores_gemma":[0.002664172,0.0001459602,0.00006547855,0.003555634,0.006051674,0.0001607194,0.000468226,0.000425989,0.0001518879],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001412806,"about_ca_system_score_gemma":0.009730086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002879947,"about_ca_topic_score_gemma":0.000001310711,"domain_scores_codex":[0.9961929,0.0001696239,0.0006532107,0.0008133568,0.001286289,0.0008846589],"domain_scores_gemma":[0.9973273,0.0002346726,0.0001943131,0.0003059702,0.0008684928,0.001069264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004832792,0.0004928225,0.2160351,0.0002053032,0.00001793067,0.002104694,0.001510702,0.00000103028,0.7778836,0.0003636924,0.00008600434,0.001250793],"study_design_scores_gemma":[0.000598186,0.0008523294,0.5070505,0.00007265309,0.00002148493,0.003770939,0.0005225794,0.0002177958,0.4848828,0.001528063,0.0002900898,0.0001926031],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897099,0.0003465201,0.000006759955,0.001139059,0.0003378009,0.0002506456,0.000002758861,0.00001928095,0.008187315],"genre_scores_gemma":[0.9753426,0.0000168461,0.02339679,0.0003301995,0.0001340796,0.00003253588,0.000006971161,0.000008481629,0.0007314541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2930008,"threshold_uncertainty_score":0.999257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1418248724973805,"score_gpt":0.4481387405929796,"score_spread":0.3063138680955991,"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."}}