{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01009755,0.0003557339,0.000629857,0.001894421,0.004207151,0.00431676,0.001981482,0.002031148,0.00319811],"category_scores_gemma":[0.0629361,0.0006630837,0.0003177783,0.001620623,0.003545706,0.005128704,0.003575878,0.002424713,0.0004301756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001183734,"about_ca_system_score_gemma":0.001995517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002811892,"about_ca_topic_score_gemma":0.004682094,"domain_scores_codex":[0.9912812,0.005854295,0.0005798624,0.000591753,0.001149069,0.000543872],"domain_scores_gemma":[0.8958272,0.08138661,0.01072783,0.003980925,0.003887063,0.004190462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0006783823,0.007218708,0.2016727,0.00063027,0.0001385923,0.001680542,0.7355893,0.0002711554,0.001897909,0.004307319,0.001299331,0.04461578],"study_design_scores_gemma":[0.0001719531,0.001754731,0.1629289,0.0002174839,0.00007908116,0.0009283132,0.820417,0.003196922,0.0007089963,0.001398829,0.008117334,0.00008052232],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976261,0.00005104601,0.000253654,0.0001781059,0.000003977297,0.00005904068,0.00001382864,0.000003360206,0.001810854],"genre_scores_gemma":[0.9984267,0.00008982715,0.0008437567,0.0001302704,0.000007143476,0.0000891605,0.00002948161,0.000006047968,0.0003776095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01009755,"threshold_uncertainty_score":0.05340159,"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."}}