{"id":"W4281397425","doi":"10.2196/37451","title":"Prevalence and Associated Factors of Problematic Use of Smartphones Among Adults in Qassim, Saudi Arabia: Cross-sectional Survey","year":2022,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Qassim University","keywords":"Cross-sectional study; Psychosocial; Logistic regression; Medicine; Environmental health; Public health; Odds ratio; Cluster sampling; Odds; Cluster (spacecraft); Psychological intervention; Scale (ratio); Demography; Gerontology; Geography; Population; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0004562685,0.0002144213,0.0002437006,0.0006976982,0.0003084757,0.0003945141,0.0002546733,0.0003670198,0.0009697168],"category_scores_gemma":[0.0009624257,0.0002194607,0.0003055085,0.0006719845,0.000185327,0.0003961698,0.0003982298,0.000361764,0.0001832792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003989938,"about_ca_system_score_gemma":0.0003827682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02009301,"about_ca_topic_score_gemma":0.02301124,"domain_scores_codex":[0.9997347,0.00005172989,0.00005470977,0.0000422878,0.00006410357,0.00005250465],"domain_scores_gemma":[0.9993174,0.00005807891,0.0003456344,0.00002604305,0.0001500857,0.0001027768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001553115,0.00003505337,0.998197,0.0000305053,0.00002102142,0.00004642002,0.0002801472,0.0000116945,0.0001201442,0.000008053707,0.0001214703,0.001112916],"study_design_scores_gemma":[0.000001407541,0.00005111047,0.9988174,0.0000168115,0.00001131134,0.0001433086,0.0007169085,0.0000718529,0.00002557346,0.000005178364,0.0001364581,0.000002594203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989161,0.0002261998,0.00002951402,0.00007301634,0.000003003181,0.00001687126,0.0005046148,0.000002105727,0.0002286916],"genre_scores_gemma":[0.9991716,0.0002362542,0.00008195728,0.00005942475,0.000004821447,0.00001589151,0.0003086209,5.466185e-7,0.0001210333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02009301,"threshold_uncertainty_score":0.03995216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05142008115931141,"score_gpt":0.3337497140001908,"score_spread":0.2823296328408794,"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."}}