{"id":"W2899117151","doi":"","title":"Shopping Value and its Influence on Healthy Shopping Habits in E-Commerce.","year":2018,"lang":"en","type":"article","venue":"Conference on Recommender Systems","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Value (mathematics); Business; E-commerce; Computer science; Marketing; World Wide Web; Machine learning","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007033019,0.0003774502,0.000514582,0.0005290845,0.0003708402,0.0004510105,0.0003398418,0.0001058955,0.00004849965],"category_scores_gemma":[0.0001771639,0.0003604877,0.00004743141,0.0004550268,0.0000914001,0.00062781,0.0002925193,0.0003577569,0.0004968759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001136012,"about_ca_system_score_gemma":0.0000419705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000862987,"about_ca_topic_score_gemma":0.000753829,"domain_scores_codex":[0.9977764,0.00008404577,0.00057292,0.0006673537,0.0003172225,0.0005820338],"domain_scores_gemma":[0.998888,0.0001453921,0.0002771944,0.0003964542,0.0002509365,0.00004202176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000189606,0.0002442489,0.7975984,0.000903567,0.00007481479,0.00002875839,0.0007049208,0.00002514544,0.0005224082,0.1437312,0.002133562,0.05384341],"study_design_scores_gemma":[0.004811471,0.0005110786,0.811697,0.007630705,0.0001468706,0.00002834524,0.008299778,0.0497531,0.0000602299,0.000363249,0.1138927,0.002805472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610502,0.0003490413,0.00004320396,0.007458818,0.00132112,0.0008085105,0.000003469319,0.0001702467,0.02879543],"genre_scores_gemma":[0.9967505,0.00007223387,0.000009493258,0.002534379,0.0002693349,0.0001234732,0.000004812055,0.00003764829,0.0001981307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1433679,"threshold_uncertainty_score":0.9998847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037867198266712,"score_gpt":0.3096569331035167,"score_spread":0.2058702132768454,"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."}}