{"id":"W4415756806","doi":"10.1016/j.addbeh.2025.108537","title":"Disconnected emotions, connected behaviors: Symptom network features of problematic mobile phone use across different alexithymia profiles","year":2025,"lang":"en","type":"article","venue":"Addictive Behaviors","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Alexithymia; Toronto Alexithymia Scale; Mobile phone; Construct (python library); Feeling; Personality; Intervention (counseling)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000388753,0.0004244093,0.0006944765,0.0002287765,0.001077657,0.000163426,0.000727143,0.0005283175,0.0003063327],"category_scores_gemma":[0.000516312,0.0003871252,0.0002358677,0.00133873,0.001802868,0.0004647913,0.0002794258,0.0005913257,0.00001620187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004111506,"about_ca_system_score_gemma":0.0002368734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002301147,"about_ca_topic_score_gemma":0.002465498,"domain_scores_codex":[0.9966356,0.0004916606,0.0006871134,0.0005895427,0.0005944271,0.001001661],"domain_scores_gemma":[0.998014,0.0003291693,0.0004667478,0.0006458301,0.0003626216,0.0001816239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001401327,0.001999435,0.9650587,0.00008790587,0.0002256257,0.00001697845,0.008866951,0.00003594884,0.007478354,0.004929879,0.006576762,0.00458326],"study_design_scores_gemma":[0.001054205,0.0001744741,0.9808407,0.001137948,0.0002903219,0.000002268003,0.008924346,0.000006234361,0.00640828,0.0006398631,0.0001525659,0.0003688331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948055,0.0001741937,0.0001667231,0.0002215653,0.0006454325,0.002599319,0.0004726618,0.0005634374,0.0003512387],"genre_scores_gemma":[0.9958708,0.00006877585,0.0004394511,0.00006431304,0.00006019822,0.0005923349,0.0001729996,0.00004136379,0.002689724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01578189,"threshold_uncertainty_score":0.9998581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357886659506181,"score_gpt":0.3247624937069766,"score_spread":0.3111836271119148,"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."}}