{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005480509,0.0003904575,0.000376555,0.001123108,0.0008009585,0.003995459,0.000671289,0.001938036,0.004164452],"category_scores_gemma":[0.03761727,0.0005471514,0.0007869989,0.0008245426,0.002184961,0.006358089,0.001462641,0.001771012,0.0004036368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000902884,"about_ca_system_score_gemma":0.0008534425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002418775,"about_ca_topic_score_gemma":0.001593859,"domain_scores_codex":[0.995851,0.002377469,0.0001590579,0.0003939461,0.001034897,0.0001834982],"domain_scores_gemma":[0.973775,0.02129103,0.002345819,0.001113455,0.0008265537,0.0006482344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004960048,0.002455874,0.3021557,0.0008986012,0.0004570662,0.001773773,0.08839986,0.01972158,0.03978208,0.2009604,0.002180488,0.3362547],"study_design_scores_gemma":[0.0007588178,0.002659553,0.398907,0.0004723847,0.0005541915,0.002484234,0.03349295,0.1651133,0.01255337,0.3670754,0.01535967,0.0005690939],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9560772,0.0004243673,0.02391996,0.0009312343,0.00001417343,0.0001326206,0.00004151004,0.00004875569,0.01841027],"genre_scores_gemma":[0.9859359,0.000178613,0.01275127,0.00009633106,0.00001149235,0.00005604742,0.00003350043,0.000012422,0.0009243448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005480509,"threshold_uncertainty_score":0.02898407,"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."}}