{"id":"W4401932794","doi":"10.1016/j.jfop.2024.100125","title":"Screentime and myopia: can technology offer solutions?","year":2024,"lang":"en","type":"article","venue":"JFO Open Ophthalmology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kensington Health; Prism Eye Institute; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Optometry; Computer science; Medicine","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":[0.004630366,0.0005113817,0.0009965883,0.002076975,0.001294858,0.006301031,0.0009898787,0.005273687,0.02763364],"category_scores_gemma":[0.02181607,0.0002874906,0.001323203,0.002402295,0.002059536,0.009163602,0.001969748,0.00389513,0.002158333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001620509,"about_ca_system_score_gemma":0.005658076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008815886,"about_ca_topic_score_gemma":0.01602064,"domain_scores_codex":[0.9974455,0.001070176,0.0002275007,0.0001580891,0.0006676218,0.0004311878],"domain_scores_gemma":[0.9818641,0.01232275,0.001886551,0.000316835,0.002205389,0.001404338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001269152,0.001421788,0.05162924,0.003586711,0.0003646713,0.001314808,0.00200035,0.0002019255,0.000595168,0.04775281,0.07231191,0.8175515],"study_design_scores_gemma":[0.0008092722,0.003508761,0.1563353,0.03341297,0.002104322,0.006097448,0.04482927,0.0009419276,0.001078365,0.1412944,0.609209,0.0003790086],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.03207928,0.351815,0.001166942,0.5372344,0.005797484,0.00006306138,0.0003911948,0.00006075181,0.07139189],"genre_scores_gemma":[0.3773659,0.5201724,0.004588605,0.06500858,0.01569839,0.0001854552,0.0004218838,0.0000617214,0.0164972],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02763364,"threshold_uncertainty_score":0.0924437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07236328935521875,"score_gpt":0.3977992406117463,"score_spread":0.3254359512565275,"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."}}