{"id":"W2038588000","doi":"10.1177/1206331213493853","title":"Brands and Urban Life","year":2013,"lang":"en","type":"article","venue":"Space and Culture","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Sociality; Everyday life; Sociology; Space (punctuation); Construct (python library); Salient; Netnography; Advertising; Process (computing); Value (mathematics); Relation (database); Marketing; Aesthetics; Business; Economic geography; Political science; Geography; Social media; Art; Computer science; Ecology","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":[0.000513969,0.0001270685,0.0001462786,0.0009779177,0.003038267,0.005631135,0.0002710554,0.0006444937,0.006802742],"category_scores_gemma":[0.0007288987,0.0001112907,0.00009329821,0.001469973,0.007954568,0.002959542,0.003273024,0.000635537,0.0003741141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00176767,"about_ca_system_score_gemma":0.0006390303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00312471,"about_ca_topic_score_gemma":0.006559559,"domain_scores_codex":[0.9994621,0.0003151421,0.00001531152,0.00005107245,0.00005387745,0.0001024577],"domain_scores_gemma":[0.9995448,0.000125102,0.00009242213,0.00004083672,0.00004310943,0.0001536551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005996944,0.00008936288,0.02441373,0.0001371281,0.00002392267,0.0002768218,0.1750842,0.0002840596,0.0004912915,0.7433044,0.005787736,0.0500473],"study_design_scores_gemma":[0.00001115302,0.0001143774,0.0665275,0.0002330678,0.00002260026,0.0005128825,0.3527854,0.0003596513,0.0003396585,0.1453654,0.4336803,0.0000479051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5706374,0.01091535,0.001313066,0.01117725,0.0001228907,0.00002258201,0.0001693037,0.00003450478,0.4056077],"genre_scores_gemma":[0.9936528,0.001941704,0.0002049379,0.0002949936,0.00003119108,0.00000633655,0.0000249228,0.000005526505,0.003837496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006802742,"threshold_uncertainty_score":0.02275741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009105153061005225,"score_gpt":0.1921563057923243,"score_spread":0.1830511527313191,"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."}}