{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005168716,0.00009284513,0.0001134989,0.000139218,0.0003328267,0.00006988374,0.000158398,0.00002353127,0.0002855645],"category_scores_gemma":[0.00008155111,0.00007659343,0.00003116972,0.0002226513,0.00009358223,0.0001662592,0.0001643753,0.0001495207,0.00005490489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004310382,"about_ca_system_score_gemma":0.00003754268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000947873,"about_ca_topic_score_gemma":0.000004161142,"domain_scores_codex":[0.999387,0.00002083284,0.0002069556,0.00008670749,0.0001369331,0.0001615261],"domain_scores_gemma":[0.9995815,0.00008618755,0.0001525695,0.0001226713,0.00004999065,0.000007039165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009040657,0.00007692999,0.7609954,0.00007795711,0.00008513209,0.000008577744,0.002026803,0.002442018,0.001451077,0.2053758,0.02359959,0.003770203],"study_design_scores_gemma":[0.001108214,0.00002743541,0.6735058,0.00004095666,0.00004296008,0.00001795135,0.01169081,0.003601746,0.0003506775,0.004480476,0.3046791,0.0004538625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923563,0.00004376046,0.000005229276,0.00443441,0.0001102031,0.0001507331,0.000002789646,0.00003300514,0.002863555],"genre_scores_gemma":[0.9850839,0.000005036826,0.00001821383,0.01433111,0.00008301016,0.00004116303,0.000007142423,0.00001078048,0.0004195782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2810795,"threshold_uncertainty_score":0.3126731,"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."}}