{"id":"W3200664663","doi":"10.21203/rs.3.rs-858036/v1","title":"Provocation of Dry Eye Disease during COVID-19 Lockdown","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculty of Medicine Siriraj Hospital, Mahidol University; Mahidol University","keywords":"Medicine; Population; Incidence (geometry); Demographics; Cross-sectional study; Quarter (Canadian coin); Demography; Coronavirus disease 2019 (COVID-19); Mental health; Disease; Environmental health; Internal medicine; Psychiatry; Geography; Pathology; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004387778,0.0002730932,0.0003079168,0.0006221427,0.0005285388,0.0007113086,0.0001978378,0.0003721236,0.002508289],"category_scores_gemma":[0.002348308,0.0001921038,0.0003178195,0.0004967786,0.0002524877,0.0004559633,0.0006485209,0.0008332184,0.0002118052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004264168,"about_ca_system_score_gemma":0.0002286265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006110279,"about_ca_topic_score_gemma":0.005261369,"domain_scores_codex":[0.9994955,0.0001338329,0.0000584498,0.00008664491,0.0001068888,0.0001186512],"domain_scores_gemma":[0.998051,0.0002977718,0.0009706158,0.00006648889,0.0002112034,0.0004029367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002487394,0.0001147881,0.9950465,0.00004965976,0.0000245132,0.0005430671,0.0003687816,0.00002283642,0.0008948318,0.000007347342,0.0001366929,0.002542355],"study_design_scores_gemma":[0.000003073669,0.0002625911,0.9982029,0.00001622298,0.000006996228,0.0004807475,0.0006634489,0.0000668138,0.0001548471,0.000005811755,0.0001319783,0.000004641628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988218,0.0002135928,0.00006733461,0.00003344207,0.000009581708,0.0000315227,0.0002355338,0.000007023973,0.000580203],"genre_scores_gemma":[0.9995465,0.00006165883,0.00003716768,0.00003258567,0.000007404081,0.000007745666,0.0001646875,9.727569e-7,0.0001413061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006110279,"threshold_uncertainty_score":0.01214945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06093229925094888,"score_gpt":0.4217677877084017,"score_spread":0.3608354884574528,"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."}}