{"id":"W2147802066","doi":"10.1177/1470593108093556","title":"Paradoxes of consumer independence: a critical discourse analysis of the independent traveller","year":2008,"lang":"en","type":"article","venue":"Marketing Theory","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Independence (probability theory); Sociology; Ideology; Construct (python library); Consumption (sociology); Free market; Order (exchange); Epistemology; Value (mathematics); Positive economics; Marketing; Economics; Business; Law; Politics; Political science; Social science; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00259191,0.000129897,0.0002760288,0.000364301,0.000214537,0.00003848595,0.000362443,0.00008119767,0.001625],"category_scores_gemma":[0.001225581,0.00009713804,0.0002785399,0.0008640094,0.0006057439,0.0002282342,0.0001456028,0.0001651187,0.00002445671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001075312,"about_ca_system_score_gemma":0.00003471828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001113479,"about_ca_topic_score_gemma":0.00003742882,"domain_scores_codex":[0.9984119,0.0002241294,0.0004671349,0.0002360694,0.0004913736,0.0001693875],"domain_scores_gemma":[0.9983806,0.0006022989,0.0003115255,0.0004406651,0.0002528217,0.00001206072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000580518,0.0003579175,0.9474999,0.0001622813,0.0004611873,0.000005026629,0.0004010247,0.00002336155,0.003922611,0.01660253,0.0006351242,0.02934858],"study_design_scores_gemma":[0.0002413513,8.95989e-7,0.995998,0.00005048868,0.001145852,0.00000256969,0.0006142944,0.0003594645,0.0002515303,0.0007922798,0.0004162472,0.0001270052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967222,0.0002151925,0.0002168996,0.0001720148,0.0002930813,0.0001448861,0.000009218318,0.00002757343,0.002198899],"genre_scores_gemma":[0.9992022,0.00003263598,0.00002589535,0.0001040175,0.00004411241,0.0000143626,0.000007710718,0.00001152221,0.000557565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04849818,"threshold_uncertainty_score":0.9992877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02597946504757232,"score_gpt":0.2724306928565576,"score_spread":0.2464512278089853,"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."}}