{"id":"W4406621971","doi":"10.36948/ijfmr.2025.v07i01.35179","title":"Effects of Smartphone Addiction on Cognitive Functions in Teaching Faculty","year":2025,"lang":"en","type":"article","venue":"International Journal For Multidisciplinary Research","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Smartphone addiction; Addiction; Cognition; Psychology; Applied psychology; Cognitive psychology; Medical education; Mathematics education; Clinical psychology; Psychiatry; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002801319,0.0000845325,0.0001373796,0.001181019,0.00106428,0.00008457785,0.0005064736,0.0001455713,0.00002560649],"category_scores_gemma":[0.004796533,0.00008026502,0.0001080573,0.0003645463,0.0003328135,0.0002455543,0.0001608376,0.001062021,0.00001733458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006974764,"about_ca_system_score_gemma":0.0003357558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004176502,"about_ca_topic_score_gemma":0.0004175046,"domain_scores_codex":[0.9978393,0.0004178472,0.0002937505,0.0001862383,0.0009038246,0.00035905],"domain_scores_gemma":[0.9975708,0.001321374,0.0001042833,0.00006650631,0.0008620642,0.00007500418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01250001,0.009801584,0.2832612,0.0002376607,0.001458959,0.0003418331,0.02692081,0.0003538778,0.0163819,0.03608464,0.07722745,0.5354301],"study_design_scores_gemma":[0.01548485,0.001697963,0.8594891,0.007132526,0.0000686149,0.00002503286,0.03882556,0.001578355,0.01624137,0.03830606,0.02069897,0.0004516246],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791597,0.0001019169,0.001531594,0.007105581,0.002313219,0.0006982645,0.0000586554,0.00003517244,0.008995941],"genre_scores_gemma":[0.992521,0.00005536864,0.0002243532,0.00003443727,0.0002190403,0.00005613373,0.00001849234,0.000008150045,0.006862959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5762279,"threshold_uncertainty_score":0.8185692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07297758418308802,"score_gpt":0.51652336135102,"score_spread":0.4435457771679319,"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."}}