{"id":"W7128934880","doi":"","title":"IS HEALTH AT RISK? A QUANTITATIVE STUDY ASSESSING THE IMPACT OF EXCESSIVE MOBILE APPLICATION USE ON PHYSICAL AND MENTAL WELL-BEING AMONG ADULTS IN SAUDI ARABIA.","year":2025,"lang":"en","type":"article","venue":"PubMed","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Mental health; Public health; mHealth; Physical health; Physical activity; Public health policy; Depression (economics); Psychological intervention","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":[0.002307907,0.0002426878,0.0003770826,0.0008438673,0.0008745355,0.0008508324,0.0003421541,0.0004826958,0.001336747],"category_scores_gemma":[0.003855517,0.0002801362,0.0004867968,0.0005683649,0.0005631917,0.000578291,0.001016078,0.0005423049,0.000158811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003151,"about_ca_system_score_gemma":0.001165926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01061323,"about_ca_topic_score_gemma":0.01762324,"domain_scores_codex":[0.9993147,0.0002766333,0.0001057148,0.00005664621,0.0001202855,0.0001261233],"domain_scores_gemma":[0.9973335,0.0006751279,0.0008604855,0.00007912327,0.0006455085,0.0004062883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001902869,0.0003456924,0.8859509,0.0009399837,0.0001235773,0.0005025007,0.08767582,0.00004855924,0.001210058,0.0001358233,0.000892018,0.02198488],"study_design_scores_gemma":[0.00001502881,0.0006666141,0.8243265,0.000298221,0.00006268931,0.000346166,0.1712589,0.0002082834,0.0001697056,0.00004606657,0.002576651,0.00002520501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989607,0.00029015,0.00004757248,0.0001313417,0.000006043913,0.00006144037,0.0001921953,0.000001315203,0.0003092878],"genre_scores_gemma":[0.9988484,0.0003993965,0.0001815739,0.0001617354,0.000007554683,0.00008460542,0.0001100237,9.15238e-7,0.0002057817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01061323,"threshold_uncertainty_score":0.02110291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0337664977597082,"score_gpt":0.4282640967814264,"score_spread":0.3944975990217182,"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."}}