{"id":"W2166820194","doi":"10.1287/isre.1080.0218","title":"Let's Shop Online Together: An Empirical Investigation of Collaborative Online Shopping Support","year":2009,"lang":"en","type":"article","venue":"Information Systems Research","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Online chat; Perception; Empirical research; Product (mathematics); Computer science; Advertising; Business; World Wide Web; Psychology; The Internet","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":[0.005804244,0.0000935172,0.0002261672,0.0003619056,0.0004224213,0.0003457527,0.0003165787,0.0001838911,0.00002741258],"category_scores_gemma":[0.003068941,0.00008932918,0.0000390797,0.001468554,0.0003837879,0.002289738,0.00003157339,0.0002865192,0.00004123226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002257198,"about_ca_system_score_gemma":0.00116784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006572344,"about_ca_topic_score_gemma":0.0004544661,"domain_scores_codex":[0.9959072,0.001230287,0.0006467982,0.0001242681,0.001699149,0.0003922547],"domain_scores_gemma":[0.9967172,0.0004896953,0.0002100768,0.0001822607,0.00212772,0.0002730289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002906198,0.000528444,0.05515758,0.0002962967,0.00006387442,0.00000783879,0.6680805,0.0002988418,0.0007941315,0.02999006,0.02616033,0.2183314],"study_design_scores_gemma":[0.0008556477,0.001074876,0.04211577,0.000383535,0.000009061621,0.000002554747,0.6379122,0.002542008,0.0001349737,0.001121486,0.3134246,0.0004232555],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9258835,0.00004063676,0.00005956931,0.002952879,0.0002591969,0.0006553198,0.0001270903,0.0000951892,0.06992661],"genre_scores_gemma":[0.9982979,0.00004453583,0.0001694931,0.0002018736,0.0003985252,0.00001436594,0.0002920418,0.000005156247,0.0005760653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2872643,"threshold_uncertainty_score":0.3674031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1425523503080027,"score_gpt":0.4671250845190025,"score_spread":0.3245727342109999,"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."}}