{"id":"W3154733448","doi":"10.2196/18771","title":"Exploring Canadian Children’s Social Media Use, Digital Literacy, and Quality of Life: Pilot Cross-sectional Survey Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Cross-sectional study; Social media; Literacy; Media literacy; Psychology; Media use; Quality (philosophy); Health literacy; Environmental health; Medical education; Medicine; Political science; Pedagogy; Computer science; Social psychology; World Wide Web; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001751883,0.0006077787,0.0006048984,0.003224408,0.006239662,0.001569799,0.001311494,0.0005506575,0.002882358],"category_scores_gemma":[0.002138407,0.000768509,0.0009427834,0.00666362,0.001027159,0.0006644299,0.001443801,0.001115815,0.0004952654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03151346,"about_ca_system_score_gemma":0.03370778,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.991088,"about_ca_topic_score_gemma":0.9958887,"domain_scores_codex":[0.9985259,0.00009032248,0.00009603716,0.0001502207,0.0006424243,0.0004950929],"domain_scores_gemma":[0.9971039,0.0001276262,0.0004248262,0.00006852771,0.001669377,0.0006058411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004833442,0.0001768339,0.9701793,0.0002465889,0.00003606666,0.0003546985,0.01779026,0.00005407507,0.0003612668,0.0001336432,0.00245329,0.008165623],"study_design_scores_gemma":[0.000008424772,0.00008548417,0.9767966,0.0000769289,0.00001991419,0.0001154822,0.01951781,0.00008405572,0.00009136901,0.00001413212,0.00316828,0.00002146134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871064,0.0004144517,0.0001492363,0.0003223874,0.00001321662,0.000491409,0.006979601,0.00001542606,0.004507912],"genre_scores_gemma":[0.9901633,0.001294977,0.001128994,0.0003606535,0.00001136735,0.0005652737,0.003756747,0.00001161763,0.002707105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03151346,"threshold_uncertainty_score":0.2286473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5610198070899209,"score_gpt":0.5873908188426304,"score_spread":0.02637101175270951,"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."}}