{"id":"W4388636186","doi":"10.3389/fpubh.2023.1273886","title":"Computer vision syndrome among students during remote learning periods: harnessing digital solutions for clear vision","year":2023,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Qatar National Library; Qatar National Research Fund; Fonds National de la Recherche Luxembourg","keywords":"Quarter (Canadian coin); Medicine; Optometry; Health care; Family medicine; Medical education; Psychology","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":[0.0002389708,0.0001988345,0.0001927443,0.0006148627,0.0005528495,0.0005347497,0.0001936346,0.0003456314,0.002812102],"category_scores_gemma":[0.000935606,0.0001314104,0.0002082996,0.0003421452,0.0002514657,0.0003217747,0.0004522415,0.0004338612,0.0002176245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002847635,"about_ca_system_score_gemma":0.0006408866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004705341,"about_ca_topic_score_gemma":0.00829361,"domain_scores_codex":[0.9997339,0.00004357669,0.00002643408,0.00003911457,0.00006688661,0.0000901298],"domain_scores_gemma":[0.9993103,0.00006788834,0.0003662081,0.00001416254,0.00007951747,0.0001618872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001620095,0.0001044436,0.9944147,0.0000274152,0.000005415597,0.0003885052,0.0007621954,0.00001034912,0.0004744828,0.00001533899,0.00008119697,0.003699703],"study_design_scores_gemma":[0.000001414525,0.0002048058,0.9954206,0.00002392401,0.000006677843,0.001005979,0.002996238,0.00003582061,0.0001045338,0.00001434961,0.0001832025,0.000002341598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996141,0.0000942767,0.00002336862,0.00004730013,0.000002788259,0.000005911375,0.00002376187,9.133542e-7,0.0001875989],"genre_scores_gemma":[0.9996318,0.0001095736,0.00004667349,0.00002521157,0.000003544448,0.000004462738,0.00002607956,3.086489e-7,0.0001523272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004705341,"threshold_uncertainty_score":0.009407341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02558069998592517,"score_gpt":0.3367932306411111,"score_spread":0.3112125306551859,"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."}}