{"id":"W2052504968","doi":"10.1509/jmr.09.0481","title":"Searching in Choice Mode: Consumer Decision Processes in Product Search with Recommendations","year":2011,"lang":"en","type":"article","venue":"Journal of Marketing Research","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Attractiveness; Product (mathematics); Order (exchange); Marketing; Mode (computer interface); Computer science; Business; Psychology; Mathematics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02810032,0.0001545428,0.0002894098,0.00251087,0.000226104,0.0002899919,0.0005622054,0.00005326364,0.0004548446],"category_scores_gemma":[0.009942338,0.000123105,0.00004281343,0.002840116,0.0001185593,0.00149157,0.0003186058,0.001602937,0.00001922409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179937,"about_ca_system_score_gemma":0.0004075572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002596835,"about_ca_topic_score_gemma":0.004139127,"domain_scores_codex":[0.9966764,0.0005302817,0.000672515,0.0003085862,0.001100312,0.0007119323],"domain_scores_gemma":[0.9946374,0.003378874,0.000224781,0.0002463892,0.001472626,0.00003987186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002144127,0.0002721034,0.8408433,0.0003644227,0.00001355986,0.0001189665,0.000576204,0.00004227394,0.0002174547,0.00003146442,0.0004876929,0.1548884],"study_design_scores_gemma":[0.001582573,0.00004708195,0.9837869,0.002530648,0.00001929546,0.00004558899,0.001721516,0.0007481864,0.0001065477,0.0005332317,0.008638104,0.0002403457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869252,0.0003230092,0.00005253502,0.0007668326,0.00009910141,0.0003400156,5.810959e-7,0.00001327899,0.01147942],"genre_scores_gemma":[0.9976386,0.0002310516,0.001672075,0.00004099307,0.0002580406,0.00001328605,0.000001843565,0.0000332711,0.000110815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1546481,"threshold_uncertainty_score":0.9983974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125571049106557,"score_gpt":0.3753539617800891,"score_spread":0.2497829126735321,"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."}}