{"id":"W4367059471","doi":"10.33086/mtphj.v7i1.3877","title":"Unforeseen Digital Eye Strain of Children : A Review","year":2023,"lang":"en","type":"review","venue":"Medical Technology and Public Health Journal","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Gadget; Scopus; Pandemic; Medicine; Digital media; Strain (injury); MEDLINE; Computer science; Coronavirus disease 2019 (COVID-19); Physical therapy; World Wide Web; Pathology; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001112759,0.0008973919,0.002206033,0.005578835,0.000457518,0.001562228,0.000988401,0.001289441,0.003272555],"category_scores_gemma":[0.003307329,0.0005118448,0.001879506,0.006027726,0.0005245666,0.00150671,0.0007097539,0.0007082594,0.0003231236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008830968,"about_ca_system_score_gemma":0.003169151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00397858,"about_ca_topic_score_gemma":0.006719647,"domain_scores_codex":[0.9992402,0.00012198,0.0002997464,0.00009300005,0.0002015295,0.00004365206],"domain_scores_gemma":[0.9975857,0.001753267,0.0003848124,0.00002553145,0.0002053799,0.00004528384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001411327,0.0000812166,0.001705705,0.5538894,0.0009879442,0.000761762,0.000461791,0.0001338424,0.0004196429,0.0007626746,0.008333917,0.432321],"study_design_scores_gemma":[0.00009272984,0.0004853616,0.0241773,0.5659733,0.01120009,0.01478724,0.001614054,0.0001480748,0.000679465,0.0008434107,0.379901,0.00009786754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002291195,0.9995079,0.000012355,0.0000450351,0.00003662928,0.000008040248,0.00001622096,0.000001192044,0.0001435243],"genre_scores_gemma":[0.001165935,0.9986666,0.00004395614,0.00004330806,0.00002827499,0.000008133124,0.00001219314,3.568177e-7,0.00003125113],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005578835,"threshold_uncertainty_score":0.01094782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0648274437345851,"score_gpt":0.4274325594425202,"score_spread":0.3626051157079351,"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."}}