{"id":"W4392458779","doi":"10.1038/s41433-024-02993-7","title":"Disease latency bias and the protective effect of metformin against age-related macular degeneration","year":2024,"lang":"en","type":"letter","venue":"Eye","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"","keywords":"Macular degeneration; Metformin; Medicine; Latency (audio); Ophthalmology; Eye disease; Degeneration (medical); Optometry; Disease; Internal medicine; Diabetes mellitus; Endocrinology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002392901,0.0002807895,0.0005050495,0.0001089196,0.0000585369,0.00003372082,0.0000556786,0.0002053552,0.00004062712],"category_scores_gemma":[0.0001201464,0.0001401678,0.0003301868,0.0001313281,0.0001629042,0.00003404115,0.00004714638,0.000490355,0.00004912908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008902226,"about_ca_system_score_gemma":0.00009203049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005674674,"about_ca_topic_score_gemma":0.000001231109,"domain_scores_codex":[0.9986776,0.0002613652,0.0002517234,0.0003395198,0.0003112441,0.0001585336],"domain_scores_gemma":[0.9992458,0.0001937917,0.0001102754,0.0003170336,0.00004889664,0.0000842147],"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":[0.003613109,0.0006854578,0.01928792,0.01590656,0.01629275,0.04463791,0.00293857,0.00003541943,0.0003574435,0.0007780968,0.853844,0.04162275],"study_design_scores_gemma":[0.09612424,0.008385865,0.1290821,0.02721281,0.1540446,0.0001477946,0.0001505033,0.006033072,0.04504874,0.01388085,0.5154902,0.004399203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5949244,0.04456209,0.000006672155,0.3482716,0.0005990753,0.009100024,0.0004024681,0.0001371022,0.001996516],"genre_scores_gemma":[0.8962968,0.001740036,0.00004498679,0.08909418,0.001561601,0.002922246,0.003495764,0.0001613051,0.004683058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3383538,"threshold_uncertainty_score":0.5715877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01237400620953073,"score_gpt":0.2549134157356626,"score_spread":0.2425394095261319,"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."}}