{"id":"W4413730612","doi":"10.64628/aam.wktpjncg5","title":"Big, bigger, biggest: Black Friday, Cyber Monday and Singles Day","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Advertising; History; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009104182,0.0002939916,0.0003821575,0.001676886,0.003412735,0.006928207,0.0004049446,0.001165009,0.05562888],"category_scores_gemma":[0.008396612,0.0003303344,0.0002909548,0.003642593,0.0009426461,0.005226119,0.001915639,0.002024298,0.009297329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00160138,"about_ca_system_score_gemma":0.0009742058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03616197,"about_ca_topic_score_gemma":0.09048628,"domain_scores_codex":[0.9994393,0.0001375945,0.00002316169,0.000103218,0.0001426354,0.0001541396],"domain_scores_gemma":[0.9966257,0.0008047742,0.0003585938,0.0002898785,0.0005183857,0.00140283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006631011,0.0001387656,0.0705009,0.0002187656,0.00007727904,0.0001713691,0.01630295,0.0001858604,0.0004245287,0.02341116,0.8335801,0.05432528],"study_design_scores_gemma":[0.00002991647,0.00005229038,0.3982834,0.0002295983,0.0000450129,0.00022292,0.05691135,0.0005527599,0.000458407,0.0109737,0.5321362,0.0001043341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4779171,0.006467715,0.002602588,0.06132681,0.007502721,0.00008871136,0.04023758,0.0009489665,0.4029078],"genre_scores_gemma":[0.9171139,0.001759589,0.001110565,0.002742016,0.001784574,0.00009404476,0.009006971,0.0009566292,0.06543169],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05562888,"threshold_uncertainty_score":0.1860971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06132042457350611,"score_gpt":0.3258469173332519,"score_spread":0.2645264927597458,"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."}}