{"id":"W4411668131","doi":"10.28924/2291-8639-23-2025-157","title":"Digital Innovation and Pop-Up Ad Dilemma: Unraveling How Social Media Drives Gen Z's Decision Shopping","year":2025,"lang":"en","type":"article","venue":"International Journal of Analysis and Applications","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Brawijaya","keywords":"Dilemma; Social media; Sociology; Business; Advertising; Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000900224,0.0002903269,0.0002553821,0.001146572,0.0007803998,0.0038864,0.0003564821,0.0006471188,0.004006353],"category_scores_gemma":[0.004070822,0.0002248854,0.0004350531,0.0005201639,0.001394122,0.002414923,0.001303413,0.0008514033,0.000307509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007242475,"about_ca_system_score_gemma":0.0007567793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002052609,"about_ca_topic_score_gemma":0.002880708,"domain_scores_codex":[0.9992939,0.0003008887,0.00004414007,0.00007486506,0.0001695536,0.000116614],"domain_scores_gemma":[0.9962791,0.002153528,0.0007575529,0.0001213833,0.0003286001,0.0003598307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004139291,0.001222829,0.8251389,0.0004513019,0.000182239,0.004410004,0.04709356,0.001021259,0.006341303,0.03482572,0.001232569,0.0776664],"study_design_scores_gemma":[0.00004783995,0.0006854433,0.8057629,0.0002809058,0.0002761931,0.001810767,0.123792,0.01859673,0.004179955,0.02677624,0.01765307,0.0001379185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844744,0.0001704832,0.0006845052,0.0004427443,0.0000128,0.00002573975,0.00001651467,0.000005169795,0.01416766],"genre_scores_gemma":[0.9984095,0.0001143047,0.000346175,0.00005509724,0.000008408904,0.000006024234,0.00001090872,0.000002429393,0.001047291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004006353,"threshold_uncertainty_score":0.01340258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736002687552136,"score_gpt":0.3356963589212465,"score_spread":0.3183363320457251,"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."}}