{"id":"W4378469543","doi":"10.11144/javeriana.cdr19.inlb","title":"Influence of Needs and Lifestyles on the Bop Consumer:","year":2022,"lang":"en","type":"article","venue":"Cuadernos de Desarrollo Rural","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga College","funders":"","keywords":"Preference; Marketing; Business; Population; Consumer behaviour; Economics; Advertising; Sociology","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":[0.000377964,0.0001405883,0.0001456856,0.0004555788,0.0007246662,0.0006164996,0.0001465455,0.0002651565,0.002932422],"category_scores_gemma":[0.001644454,0.0001149888,0.0001158738,0.0002726559,0.0003769337,0.0003505248,0.0004020146,0.0002390173,0.0001439946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003152872,"about_ca_system_score_gemma":0.0001861878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006761571,"about_ca_topic_score_gemma":0.008897829,"domain_scores_codex":[0.9998005,0.00008928812,0.00001094327,0.00002345546,0.00003098478,0.0000447951],"domain_scores_gemma":[0.999361,0.0002745862,0.000166069,0.00002251397,0.00008613065,0.00008971208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002584222,0.0003296284,0.9469364,0.00004724084,0.00002610666,0.001160213,0.0390395,0.00002732044,0.001432008,0.0001267859,0.0001698369,0.01044646],"study_design_scores_gemma":[0.00000509953,0.0002115363,0.908402,0.00001825952,0.00001519274,0.0005324424,0.08955786,0.0001016807,0.0001689536,0.00004530119,0.0009338427,0.000007757914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995536,0.00002262987,0.00001131108,0.00002057742,6.432667e-7,0.000002315657,0.00001185565,2.478832e-7,0.0003769301],"genre_scores_gemma":[0.9997036,0.00003328188,0.000021527,0.00001087403,0.000001023704,0.000004193727,0.00001331847,3.820615e-7,0.0002117278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006761571,"threshold_uncertainty_score":0.01344442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01334174517104662,"score_gpt":0.2097385182942666,"score_spread":0.19639677312322,"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."}}