{"id":"W2928538495","doi":"10.4172/2329-9568.1000174","title":"The Evolution of Seasonal Shopping Events: Global Perspectives","year":2018,"lang":"en","type":"article","venue":"Journal of Fashion Technology & Textile Engineering","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phenomenon; Appeal; Variety (cybernetics); China; Affect (linguistics); Advertising; Marketing; Business; Sociology; Political science; Law","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":[0.000350826,0.0001368424,0.0002249145,0.000343659,0.0001764819,0.0000335493,0.0003824918,0.00009307785,0.0000220699],"category_scores_gemma":[0.0004262766,0.0001059171,0.0001187757,0.0007274147,0.0001723863,0.0004121717,0.0001915512,0.0002448745,0.00001658444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002539749,"about_ca_system_score_gemma":0.00003585709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007185916,"about_ca_topic_score_gemma":0.00003618536,"domain_scores_codex":[0.9990068,0.000005014086,0.0003840255,0.0001179592,0.0002548619,0.0002313146],"domain_scores_gemma":[0.9987947,0.0000343652,0.0004220507,0.0001675669,0.0005722273,0.000009035462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005686549,0.0001086685,0.8291292,0.00006820395,0.0003187775,0.00001548863,0.00009449798,0.0001229063,0.0104328,0.0782719,0.0003211524,0.0810595],"study_design_scores_gemma":[0.00181468,0.0002404096,0.9348013,0.0007102003,0.0005650049,0.0002656278,0.02568766,0.008277693,0.0003924364,0.001667189,0.02490254,0.0006752415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896349,0.001902305,0.006214567,0.001122737,0.0006126825,0.00008120407,9.922157e-7,0.00009375499,0.0003368001],"genre_scores_gemma":[0.9993131,0.00004211414,0.0003082334,0.000005422809,0.00029618,0.000003616869,1.623477e-7,0.00001178106,0.00001940868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1056721,"threshold_uncertainty_score":0.4319173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006758248371801614,"score_gpt":0.226707768393251,"score_spread":0.2199495200214494,"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."}}