{"id":"W4311289103","doi":"10.1007/s10792-022-02593-y","title":"Population perceived eye strain due to digital devices usage during COVID-19 pandemic","year":2022,"lang":"en","type":"article","venue":"International Ophthalmology","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"King Khaled Eye Specialist Hospital","keywords":"Medicine; Pandemic; Population; Coronavirus disease 2019 (COVID-19); Telemedicine; Ophthalmology; Health care; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003548967,0.0002432141,0.0001680974,0.0005634376,0.0005087408,0.0008076587,0.0002067597,0.0004942686,0.004234223],"category_scores_gemma":[0.002869538,0.000155934,0.000528324,0.0004949001,0.0002529269,0.0004682631,0.0009411424,0.001029752,0.0005419049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005328943,"about_ca_system_score_gemma":0.0005512846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01675062,"about_ca_topic_score_gemma":0.01932669,"domain_scores_codex":[0.9994428,0.00008722799,0.00006851083,0.00008210722,0.0001120822,0.0002072497],"domain_scores_gemma":[0.9984415,0.0001786526,0.0006479591,0.00004628885,0.0003176434,0.0003679075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001401853,0.0001624219,0.9937084,0.00003701986,0.00004343521,0.0001597486,0.001030055,0.00007200797,0.0003787618,0.00003457647,0.0004489559,0.003784594],"study_design_scores_gemma":[0.000001480398,0.0001444998,0.9967223,0.00001877016,0.00001086839,0.0001022177,0.002602124,0.00007333727,0.00004008656,0.00001556648,0.000263068,0.00000579961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99743,0.00008445845,0.000057002,0.0001353346,0.00002021846,0.00001683461,0.000670886,0.000003546097,0.001581629],"genre_scores_gemma":[0.9988193,0.00008066174,0.00003943215,0.00006647874,0.00001488196,0.00001526902,0.0003733174,0.000001408992,0.000589299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01675062,"threshold_uncertainty_score":0.03330624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03788589573275056,"score_gpt":0.3665439537812163,"score_spread":0.3286580580484657,"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."}}