{"id":"W3097662347","doi":"10.22374/jded.v3i1.36","title":"Pepys's Eyes: A Modern Answer to an Old Conundrum?","year":2020,"lang":"en","type":"article","venue":"Journal of Dry Eye Disease","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photophobia; Blindness; Optometry; Disease; Ophthalmology; Psychology; Medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001102539,0.0001413338,0.0003359983,0.00007483992,0.00003789029,0.00003739507,0.0001449562,0.00004223767,0.0001974245],"category_scores_gemma":[0.0001906564,0.0001146856,0.0002613505,0.0001342026,0.00001787964,0.0002412121,0.00002759535,0.0002445105,0.00009268061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003957994,"about_ca_system_score_gemma":0.0002905512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005271577,"about_ca_topic_score_gemma":0.000002345256,"domain_scores_codex":[0.9988079,0.00004647551,0.0003366458,0.0001649072,0.000432247,0.0002118211],"domain_scores_gemma":[0.9975417,0.00001554971,0.0001264283,0.0002321879,0.0002305388,0.001853549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002565252,0.000441498,0.9787092,0.0001081766,0.0001727205,0.002249609,0.001790828,0.0001610695,0.00990469,0.00006382444,0.0002018269,0.003631312],"study_design_scores_gemma":[0.005669696,0.003201704,0.9532449,0.0004446268,0.001232642,0.000002130165,0.00182798,0.003966148,0.001454942,0.0003707451,0.02810601,0.0004785332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866359,0.0007259469,0.001116851,0.01090395,0.0001467744,0.0001759095,0.00001803882,0.00002532485,0.0002513291],"genre_scores_gemma":[0.9832237,0.0000381999,0.0004941391,0.01521061,0.0006046139,0.000001692834,0.000004942897,0.00002944055,0.0003926308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02790419,"threshold_uncertainty_score":0.4676742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01882970629530496,"score_gpt":0.288333226372648,"score_spread":0.269503520077343,"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."}}