{"id":"W4412496495","doi":"10.2196/63612","title":"In-Game Need Satisfaction, Frustration, and Gaming Addiction Patterns Across Subgroups of Adolescents Through Structural Equation Modeling: Cross-Sectional and Instrument Validation Study of the Youth Gaming Experience Scales","year":2025,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Motivation and Self-Concept in Sports","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Frustration; Structural equation modeling; Psychology; Addiction; Social psychology; Computer science; Statistics; Mathematics; World Wide Web; 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":[0.006542531,0.000785809,0.000750092,0.001685294,0.0006163424,0.001020112,0.0009477595,0.0005527647,0.001125597],"category_scores_gemma":[0.008036491,0.0006218537,0.002483111,0.001196662,0.0004708468,0.0005951693,0.001276537,0.001096889,0.0001606395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105648,"about_ca_system_score_gemma":0.00154577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01485204,"about_ca_topic_score_gemma":0.01259427,"domain_scores_codex":[0.9980421,0.00104629,0.0001749067,0.0003357287,0.0002443015,0.0001566873],"domain_scores_gemma":[0.996496,0.001510186,0.0007820359,0.0004911635,0.0005140466,0.0002066416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005801821,0.0002987637,0.9951525,0.00001280047,0.0001965831,0.00002347524,0.0007477478,0.0002836791,0.00009608027,0.00008531607,0.0001419965,0.002903131],"study_design_scores_gemma":[0.00003224688,0.0002649428,0.9889358,0.00003171021,0.0001656078,0.0001082196,0.001463727,0.008302246,0.0001378316,0.0001396454,0.0004075053,0.00001061863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984646,0.00004759931,0.0009645803,0.00003229022,0.000004347186,0.00009776995,0.0002380606,0.000009224864,0.0001415625],"genre_scores_gemma":[0.9960513,0.00006819037,0.002493243,0.0000214548,0.000004963929,0.0003384907,0.0008772646,0.000008014328,0.0001370916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01485204,"threshold_uncertainty_score":0.03460062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03779089214316895,"score_gpt":0.349574243482539,"score_spread":0.31178335133937,"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."}}