{"id":"W4406529940","doi":"10.2196/59740","title":"Scrutinizing the Gateway Relationship Between Gaming and Gambling Disorder: Scoping Review With a Focus on the Southeast Asian Region","year":2025,"lang":"en","type":"review","venue":"JMIR Serious Games","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gateway (web page); Focus (optics); Southeast asia; Psychology; Advertising; Geography; Sociology; Business; Ethnology; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006569754,0.000748536,0.00160721,0.0002672715,0.0007972525,0.0001962143,0.0005162846,0.0003352527,0.0000280333],"category_scores_gemma":[0.0001914105,0.000378711,0.0003810979,0.0008882289,0.0002009391,0.00006771149,0.0001356909,0.001051343,0.00008220763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007495219,"about_ca_system_score_gemma":0.0002113635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007515057,"about_ca_topic_score_gemma":0.00007718179,"domain_scores_codex":[0.9963636,0.001025226,0.0008216749,0.0008757067,0.0003273799,0.000586412],"domain_scores_gemma":[0.9957753,0.002032288,0.000734214,0.001303857,0.00005476208,0.00009959961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001324954,0.00006030917,0.009093684,0.02169317,0.0002414,0.00004485901,0.0008521435,9.094681e-8,4.633687e-9,0.001016319,0.0001807011,0.9668041],"study_design_scores_gemma":[0.0006797281,0.0002860273,0.0121,0.8951485,0.004504972,0.0002455157,0.0008862523,1.717894e-7,1.176322e-7,0.0001688532,0.08518188,0.0007980195],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004123581,0.9877578,0.00002967588,0.001400459,0.0002099752,0.00578204,0.00002884071,0.0001519397,0.004226904],"genre_scores_gemma":[0.0175305,0.9781718,0.0000323802,0.0001131278,0.0001714213,0.002516301,0.00006825844,0.0001260468,0.001270208],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.966006,"threshold_uncertainty_score":0.9998665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.173063018904917,"score_gpt":0.437033845019616,"score_spread":0.263970826114699,"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."}}