{"id":"W4280491395","doi":"10.1177/01492063221094264","title":"Bundle Up Before You Go: Toward a Bundle Approach to Product Categorization","year":2022,"lang":"en","type":"article","venue":"Journal of Management","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University Grants Committee; University of Manitoba; City University of Hong Kong","keywords":"Congruence (geometry); Bundle; Categorization; Product category; Product (mathematics); Cluster analysis; Extant taxon; Psychology; Social psychology; Computer science; Cognitive psychology; Mathematics; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.009297724,0.0008010108,0.0007051014,0.008268355,0.003963761,0.007896903,0.002201284,0.002209337,0.00577703],"category_scores_gemma":[0.02399587,0.0007511213,0.001027276,0.005238623,0.01256691,0.01729466,0.005580081,0.003039551,0.001178307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003482729,"about_ca_system_score_gemma":0.002395845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002987965,"about_ca_topic_score_gemma":0.003395392,"domain_scores_codex":[0.990337,0.005629606,0.0003638277,0.00126608,0.002063147,0.000340314],"domain_scores_gemma":[0.9880083,0.004643196,0.0015538,0.002250244,0.002561278,0.0009832809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009465955,0.0001584509,0.0187206,0.0001591639,0.00004539762,0.0001297423,0.01815098,0.001534636,0.001231425,0.8511634,0.002524021,0.1060875],"study_design_scores_gemma":[0.00002404781,0.0001013413,0.01043459,0.0001375814,0.00003186844,0.0004301671,0.007961652,0.02175541,0.0004821759,0.9358014,0.02279322,0.000046644],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08200514,0.001172859,0.8377562,0.009412671,0.0001537081,0.0004759628,0.0001570468,0.0003274388,0.06853897],"genre_scores_gemma":[0.6491164,0.0004132433,0.3447821,0.0008877027,0.0001366722,0.0005286007,0.0002156213,0.0001435094,0.003776176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009297724,"threshold_uncertainty_score":0.04917169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03445501117743104,"score_gpt":0.2458247535828225,"score_spread":0.2113697424053915,"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."}}