{"id":"W4315928003","doi":"10.1007/s10633-023-09919-w","title":"Message from the editor","year":2023,"lang":"en","type":"editorial","venue":"Documenta Ophthalmologica","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Optometry; Medicine","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":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001029661,0.0004618407,0.0004946825,0.00005570339,0.0009881387,0.001923649,0.001833901,0.0008943742,0.01503524],"category_scores_gemma":[0.002493562,0.0002827117,0.0002484346,0.00005727187,0.0004026419,0.0003128507,0.0005575082,0.002423934,0.001615292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001016861,"about_ca_system_score_gemma":0.0001115051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005426676,"about_ca_topic_score_gemma":0.00008078448,"domain_scores_codex":[0.996848,0.0002767875,0.0005009046,0.0006928159,0.001085201,0.0005962171],"domain_scores_gemma":[0.9911783,0.007587969,0.0003737402,0.0006041663,0.0001554301,0.0001003926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001550805,0.00001987792,0.00001806639,0.00001700584,0.00008160943,0.00008770674,0.00286862,2.88937e-7,8.46716e-7,0.001609002,0.9951591,0.0001223557],"study_design_scores_gemma":[0.0001784937,0.00006323773,0.000009686013,0.0001412969,0.00008541263,0.00000159557,0.003229769,0.000001019771,0.000001007717,0.00540777,0.9905013,0.0003794247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003769607,0.0006818515,1.888365e-7,0.001876672,0.8876625,0.0002083117,0.00379994,0.0004002243,0.1049933],"genre_scores_gemma":[0.001147204,0.0001697996,0.000009144802,0.0002045628,0.9099019,0.0001162166,0.00349589,0.00008708485,0.08486816],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02223941,"threshold_uncertainty_score":0.9999625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03490711623701843,"score_gpt":0.2855762127383751,"score_spread":0.2506690965013567,"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."}}