{"id":"W2123914170","doi":"","title":"Buyer behavior in personalized shopping environments: insights from the institute for online consumer studies","year":2004,"lang":"en","type":"book","venue":"Data Archiving and Networked Services (DANS)","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; University of Alberta","funders":"","keywords":"Consumer behaviour; Business; Advertising; Internet privacy; Computer science; Marketing","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":[0.0003996825,0.0006512411,0.0007673145,0.0002130926,0.0005879863,0.0003631824,0.001474333,0.0001797624,0.00002631267],"category_scores_gemma":[0.00003169901,0.0004944097,0.0001223253,0.0001587454,0.0003874188,0.001080219,0.001973218,0.0005991547,0.00001131417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001240366,"about_ca_system_score_gemma":0.0001160952,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002880502,"about_ca_topic_score_gemma":0.04365692,"domain_scores_codex":[0.9974427,0.00004886747,0.0006535655,0.001051085,0.0003371054,0.0004667376],"domain_scores_gemma":[0.9977601,0.0006509133,0.0004421786,0.001079873,0.00003450141,0.00003244403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003496282,0.00227999,0.4008102,0.01363048,0.006690192,0.001040096,0.03025615,0.002392853,0.001079138,0.006936137,0.02449691,0.5068915],"study_design_scores_gemma":[0.002074256,0.00001218417,0.05849076,0.003887986,0.002127666,0.000004721712,0.001214204,0.006566068,3.996728e-7,0.002195471,0.9224212,0.001005134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8973054,0.07036275,0.001352733,0.00106336,0.004140379,0.005816692,0.008060706,0.0004106988,0.01148728],"genre_scores_gemma":[0.4145966,0.03836698,0.007550142,0.02221156,0.02660391,0.001880142,0.3956071,0.001516636,0.09166697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8979242,"threshold_uncertainty_score":0.9997507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05665479737569831,"score_gpt":0.2789077779588452,"score_spread":0.2222529805831469,"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."}}