{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003403678,0.0001882404,0.0003029717,0.001480181,0.0009626495,0.004226838,0.0007614608,0.0009647884,0.007813072],"category_scores_gemma":[0.02373653,0.0002815985,0.0002863797,0.00111782,0.001229448,0.005216522,0.001444651,0.0009651028,0.0009417861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001092376,"about_ca_system_score_gemma":0.0005920508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00438901,"about_ca_topic_score_gemma":0.004674631,"domain_scores_codex":[0.9979357,0.000768198,0.00009389356,0.000394769,0.0005235085,0.0002840141],"domain_scores_gemma":[0.9732013,0.01405119,0.007333155,0.0017241,0.001891494,0.001798673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00113684,0.0008994467,0.7432655,0.0004133248,0.0001040844,0.00101877,0.0348397,0.00105487,0.009114136,0.01349538,0.004235826,0.1904223],"study_design_scores_gemma":[0.00007751887,0.0003514701,0.8767311,0.000243304,0.00007852372,0.0009993797,0.05300769,0.01508242,0.003703656,0.0278427,0.02169996,0.0001823093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881442,0.0003043559,0.001110966,0.0005887238,0.00002121848,0.00002480921,0.0001022157,0.00004114187,0.009662479],"genre_scores_gemma":[0.9986191,0.00008230552,0.000506544,0.00009513433,0.00001544535,0.000007116,0.00006602841,0.00001257333,0.0005957475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007813072,"threshold_uncertainty_score":0.02613729,"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."}}