{"id":"W4243487906","doi":"10.1111/aos.13625","title":"This issue of ACTA","year":2017,"lang":"en","type":"article","venue":"Acta Ophthalmologica","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ophthalmology; Ranibizumab; Visual acuity; Retinal; Retinal detachment; Proliferative vitreoretinopathy; Fundus photography; Fundus (uterus); Diabetic retinopathy; Optometry; Surgery; Diabetes mellitus; Fluorescein angiography; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005425357,0.0001154074,0.0002708268,0.00002595875,0.0001483672,0.00002010714,0.0002224333,0.00008224699,0.00574987],"category_scores_gemma":[0.000275318,0.00007591554,0.0001340727,0.00002423983,0.0001312001,0.00007134151,0.0001056304,0.00007301319,0.0002129695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001606793,"about_ca_system_score_gemma":0.00003023781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001137101,"about_ca_topic_score_gemma":1.118997e-7,"domain_scores_codex":[0.9993109,0.00001734233,0.0001438514,0.0001963899,0.0001601566,0.0001713815],"domain_scores_gemma":[0.9988632,0.00003597303,0.0001710359,0.0007499962,0.00005771367,0.0001221064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001117358,0.001576359,0.9456462,0.0001801091,0.0003761163,0.003468392,0.00009096159,5.690773e-8,0.01838283,0.0002371176,0.0239279,0.004996572],"study_design_scores_gemma":[0.0007722665,0.0009766356,0.9828529,0.00005913963,0.0001387644,0.0004765868,0.0000157923,0.000005220013,0.002234178,0.000236352,0.01214704,0.00008511156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7499747,0.0001194352,9.983294e-8,0.001975961,0.00007708494,0.0001532763,0.00001329507,0.00001430259,0.2476718],"genre_scores_gemma":[0.9856445,0.00009069572,0.0003146566,0.00009741426,0.00007149395,0.00001102894,0.0000153355,0.000009744634,0.01374518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2356697,"threshold_uncertainty_score":0.995159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04964775872854093,"score_gpt":0.3527469961761719,"score_spread":0.303099237447631,"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."}}