{"id":"W4414087098","doi":"10.1002/smj.70018","title":"Right on cue? Category‐switching in online marketplaces","year":2025,"lang":"en","type":"article","venue":"Strategic Management Journal","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Categorization; Categorical variable; Variety (cybernetics); Set (abstract data type); Accommodation","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":[],"consensus_categories":[],"category_scores_codex":[0.002179409,0.0001339405,0.0001741817,0.0003519928,0.0005426074,0.0004769464,0.0003924236,0.00007502841,0.0002795889],"category_scores_gemma":[0.00009423804,0.0001201329,0.00007768055,0.0005384338,0.000085522,0.00015956,0.00004622667,0.0004344696,0.00002214174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002169268,"about_ca_system_score_gemma":0.0001621111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002456853,"about_ca_topic_score_gemma":0.001780931,"domain_scores_codex":[0.9981751,0.0003920798,0.0003280008,0.0002020861,0.0004607466,0.0004419975],"domain_scores_gemma":[0.9994307,0.0001868543,0.0001140008,0.0001097316,0.00004325354,0.0001154293],"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":[0.00008088244,0.0002221447,0.0027657,0.00004134141,0.00006092429,0.0002510172,0.001099917,0.00001582418,0.00000223291,0.9757641,0.001570865,0.01812506],"study_design_scores_gemma":[0.0008128786,0.00005196915,0.005061495,0.0004563857,0.00002986843,0.000001485125,0.06546929,0.00007090185,0.000001833634,0.8990526,0.02875774,0.0002335789],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.226588,0.00008555297,0.00001117227,0.002868854,0.0009470972,0.0001379765,0.000001129311,0.00003817454,0.7693221],"genre_scores_gemma":[0.9783024,0.0005843372,0.0001242513,0.0003883498,0.0003019328,0.000005725851,0.000002301993,0.00000698262,0.02028377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7517144,"threshold_uncertainty_score":0.4898879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01991979785768861,"score_gpt":0.319273443094945,"score_spread":0.2993536452372564,"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."}}