{"id":"W4234050004","doi":"10.1111/aos.13277","title":"This issue of Acta","year":2016,"lang":"en","type":"article","venue":"Acta Ophthalmologica","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ophthalmology; Keratoconus; Ranibizumab; Drusen; Diabetic retinopathy; Macular degeneration; Diabetes mellitus; Surgery; Bevacizumab; Cornea; Chemotherapy","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":[0.0001042436,0.0001204189,0.0002741644,0.00005570566,0.00003279368,0.000002729788,0.000143241,0.0001330448,0.01223556],"category_scores_gemma":[0.0002811654,0.00005915141,0.0001146794,0.0001134175,0.0001631846,0.0000435206,0.00005958804,0.00008102968,0.0003554641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001568202,"about_ca_system_score_gemma":0.00003204484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002358253,"about_ca_topic_score_gemma":1.256809e-7,"domain_scores_codex":[0.9991677,0.00003704449,0.0001956976,0.0002031821,0.0001731633,0.0002232199],"domain_scores_gemma":[0.9993017,0.0001281348,0.00008493186,0.0003225872,0.00006817827,0.00009444357],"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":[0.0005758273,0.0005297064,0.2590186,0.0001108552,0.0001041042,0.0004746231,0.0001446738,4.790042e-9,0.6660533,0.0003383454,0.06704526,0.005604709],"study_design_scores_gemma":[0.001734697,0.002526608,0.8015117,0.0002174535,0.000105956,0.002056894,0.0001138343,0.000002062626,0.02677366,0.0007486771,0.1639529,0.0002555868],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8276529,0.0001220296,0.000001863971,0.01083301,0.0001020363,0.0001538242,0.000004950112,0.00003294597,0.1610964],"genre_scores_gemma":[0.9758456,0.0001085307,0.0003374336,0.0002414928,0.00005766135,0.000007808151,0.000003479993,0.00001161773,0.02338634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6392797,"threshold_uncertainty_score":0.9886674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02334141740210586,"score_gpt":0.2881521436109048,"score_spread":0.2648107262087989,"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."}}