{"id":"W4403201881","doi":"10.3389/fopht.2024.1479755","title":"Editorial: Retinal biomarkers of neurodegenerative diseases","year":2024,"lang":"en","type":"editorial","venue":"Frontiers in Ophthalmology","topic":"Retinal Development and Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; Vancouver Coastal Health Research Institute","keywords":"Retinal; Neuroscience; Medicine; Biology; Ophthalmology","routes":{"ca_aff":true,"ca_fund":true,"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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002671717,0.0004325444,0.0006235337,0.0003182222,0.0000354473,0.00002462444,0.0005095708,0.001375748,0.00002753615],"category_scores_gemma":[0.0009386237,0.0004326456,0.0002309498,0.0002434961,0.0003571121,0.000004346115,0.0002778235,0.0004863819,0.000009346421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005190837,"about_ca_system_score_gemma":0.0007092988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004062282,"about_ca_topic_score_gemma":0.000003646055,"domain_scores_codex":[0.9974986,0.0002325502,0.0005418745,0.0008755559,0.0004359417,0.0004154568],"domain_scores_gemma":[0.9990079,0.00007154419,0.0002236832,0.0004083188,0.0001953596,0.00009322882],"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":[0.0007960363,0.0000725396,0.004451066,0.0002228545,0.0003120879,0.00009789639,0.00003097855,0.000009826605,0.0008968101,0.000006045554,0.9929778,0.0001260457],"study_design_scores_gemma":[0.0005795754,0.0005655208,0.0001788591,0.00009575322,0.00009796803,0.00001556264,0.00008524054,0.000008780937,0.0007307737,0.000740195,0.9964411,0.0004607001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.004958335,0.008546917,0.00007885294,0.00004503209,0.9833118,0.0002629903,0.0003623634,0.00001304948,0.002420707],"genre_scores_gemma":[0.002440247,0.001109367,0.001351156,0.000009658185,0.9896634,0.00008490723,0.002935724,0.00009679381,0.002308808],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.00743755,"threshold_uncertainty_score":0.9999207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004884232273867529,"score_gpt":0.2577354720814334,"score_spread":0.2528512398075659,"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."}}