{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004392396,0.0002351851,0.0001592656,0.004010436,0.0008228555,0.001407008,0.0004195515,0.0003160612,0.0101445],"category_scores_gemma":[0.001132808,0.0001210452,0.0005552499,0.002570727,0.0009385571,0.001587564,0.0006715795,0.0003246784,0.0003945247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002292842,"about_ca_system_score_gemma":0.001607347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05548469,"about_ca_topic_score_gemma":0.05389608,"domain_scores_codex":[0.9997694,0.00003917782,0.00001275391,0.00003615065,0.00007312438,0.0000693719],"domain_scores_gemma":[0.9993444,0.0003414618,0.00008164487,0.00003743576,0.0001423886,0.000052676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007477577,0.0003161706,0.4831735,0.0009888076,0.0001234781,0.009042858,0.01976469,0.03132386,0.01206336,0.2023853,0.01243076,0.2276395],"study_design_scores_gemma":[0.00004547743,0.0003229544,0.576205,0.0002845988,0.0002307544,0.0009747013,0.054409,0.2559349,0.006945726,0.03379648,0.07073798,0.0001123945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9501952,0.0002813947,0.009247895,0.0004106712,0.00001521033,0.0001331846,0.001387552,0.0001396423,0.03818936],"genre_scores_gemma":[0.9902986,0.0001638571,0.00370329,0.00002441914,0.000004802607,0.00003466078,0.0007522338,0.00001603829,0.005002084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05548469,"threshold_uncertainty_score":0.1103234,"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."}}