{"id":"W4317951372","doi":"10.1097/iae.0000000000003664","title":"Correspondence","year":2023,"lang":"en","type":"article","venue":"Retina","topic":"Virus-based gene therapy research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Eye Institute; National Institutes of Health","keywords":"Set (abstract data type); Computational biology; Medicine; Computer science; Biology; Programming language","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002713515,0.0000619655,0.00004988128,0.00004148194,0.00004962726,0.00001170521,0.0001789691,0.00005999098,0.000164081],"category_scores_gemma":[0.00009703001,0.00005924833,0.00003925445,0.0002056481,0.00004621696,7.655651e-7,0.00009253543,0.00005650354,0.001307362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006032053,"about_ca_system_score_gemma":0.00005298456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002716609,"about_ca_topic_score_gemma":0.00001402463,"domain_scores_codex":[0.9993278,0.00005453753,0.00006555173,0.0001951822,0.0001361321,0.0002207454],"domain_scores_gemma":[0.9995898,0.00001189994,0.00001516181,0.0002913005,0.00003700186,0.00005483397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005151762,0.000008406801,0.0008761459,0.000004812705,0.00000841999,0.00001238181,0.00001672903,0.00002368074,0.9552295,0.00002284873,0.03836562,0.004916243],"study_design_scores_gemma":[0.0002652209,0.001214755,0.003321991,0.000007088356,0.000002042028,0.000008505044,0.00003341929,0.0001534444,0.844479,0.0001081877,0.1502714,0.0001349061],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952371,0.0002152202,0.00003380837,0.0003344088,0.00008392803,0.00008023869,0.000005530656,0.00003911449,0.003970682],"genre_scores_gemma":[0.9771891,0.000280554,0.00003721878,0.0001839149,0.0001709228,0.00001769101,0.00005722681,0.00001852102,0.02204482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1119058,"threshold_uncertainty_score":0.9994702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0236576319522835,"score_gpt":0.3255575385861081,"score_spread":0.3018999066338246,"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."}}