{"id":"W4415451925","doi":"10.54254/2753-7064/2025.km26160","title":"Pandora's Box Operation Logic Analysis of China's Blind Box Industry - Pop Mart","year":2025,"lang":"","type":"article","venue":"Communications in Humanities Research","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Scarcity; Product (mathematics); Narrative; Consumption (sociology); Value (mathematics); New product development; Product design; Fast fashion","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.003916474,0.0003289652,0.0007534111,0.01274548,0.002431262,0.0009174052,0.004302456,0.0008528652,0.002045044],"category_scores_gemma":[0.001329786,0.0003725811,0.0002111677,0.01763454,0.00351145,0.0013174,0.004519589,0.004041305,0.0001089567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002952185,"about_ca_system_score_gemma":0.0003322056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006595849,"about_ca_topic_score_gemma":0.01440227,"domain_scores_codex":[0.9961108,0.0004958122,0.00150997,0.0005333824,0.0006313029,0.0007187536],"domain_scores_gemma":[0.9923428,0.0008218418,0.0003963533,0.004359198,0.002064812,0.00001504986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005784961,0.001180056,0.1018159,0.0002689039,0.0009975233,0.000002930541,0.0006372874,0.0002100143,0.0001224463,0.8834724,0.006513538,0.004721114],"study_design_scores_gemma":[0.005057139,0.0001757048,0.4238556,0.001910017,0.003224904,0.000001712776,0.06857773,0.04906488,0.0003589426,0.1217608,0.3244647,0.001547857],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4158819,0.008937011,0.0003454165,0.0551828,0.0003313518,0.002031334,0.00009282543,0.0001730323,0.5170243],"genre_scores_gemma":[0.9851325,0.002793865,0.0004164456,0.0007726577,0.00009323516,0.000399446,0.000872099,0.00002886713,0.009490943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7617117,"threshold_uncertainty_score":0.9998726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2318108980501434,"score_gpt":0.4357010983964539,"score_spread":0.2038902003463105,"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."}}