{"id":"W7072250063","doi":"","title":"From Virtual Touch to Real Impact: Understanding Consumer Behavior in Digital Commerce through Interaction Modalities","year":2025,"lang":"en","type":"article","venue":"","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Wageningen University and Research; St. George's, University of London; Universidad de León; Singapore Management University; Universidad de Salamanca; Pontificia Universidad Católica de Chile; Universität Duisburg-Essen; Universitat Ramon Llull; Peking University; Universiteit van Tilburg; University of Cape Town; Universidad de Jaén; Università degli Studi di Verona; Universität Zürich; Università di Bologna; Technische Universität München; Universität Mannheim; Universität Hamburg; Jyväskylän Yliopisto; Aoyama Gakuin University; Centre National de la Recherche Scientifique; KU Leuven; Universität zu Köln; Simon Fraser University; North South University; Hebrew University of Jerusalem; Eberhard Karls Universität Tübingen; Queen's University; University of Melbourne; Monash University; LOEWE Zentrum AdRIA; Rijksuniversiteit Groningen; University College Dublin; Indian Institute of Management Ahmedabad; McGill University; University of Leeds; Université Jean Moulin Lyon 3; Justus Liebig Universität Gießen; Universidad de Murcia; Universität Wien; Universidad de Burgos; American University of Sharjah; University of Southern California; University of Oklahoma; Texas State University; University of Twente; Wharton School, University of Pennsylvania; University of Bern; Institut Mines-Télécom; Universidade do Porto; Northwestern University; Seoul National University; University College London; Universität Passau; Copenhagen Business School; Michigan Technological University; Cardiff University; Universidad de Alicante; Université de Franche-Comté; Loughborough University; University of Hong Kong; Heinrich-Heine-Universität Düsseldorf; Vrije Universiteit Amsterdam; University of South Florida; Technische Universität Kaiserslautern; Imperial College London; Universiteit Gent; University of Pennsylvania; London School of Economics and Political Science; Aix-Marseille Université; University of Minnesota; Royal Holloway, University of London; Università Bocconi; Itä-Suomen Yliopisto","keywords":"Modalities; Consumer behaviour; E-commerce; Focus (optics); Virtual reality; The Internet","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007389452,0.0003738758,0.0002653089,0.0008455495,0.0004056308,0.004246302,0.0004579273,0.001171081,0.003873286],"category_scores_gemma":[0.005773066,0.0003330977,0.0003475488,0.000470201,0.001661728,0.00496197,0.001547214,0.0008778538,0.0002467864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004736691,"about_ca_system_score_gemma":0.0003152069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00182238,"about_ca_topic_score_gemma":0.002186268,"domain_scores_codex":[0.9992498,0.0004223105,0.00002119863,0.00007897677,0.0001540109,0.00007364632],"domain_scores_gemma":[0.9958199,0.003345703,0.0003987965,0.0001309772,0.0001885075,0.000116162],"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":[0.00242526,0.002086429,0.358152,0.002308934,0.0006615514,0.001535842,0.07084658,0.01705462,0.05429491,0.07160769,0.002057544,0.4169686],"study_design_scores_gemma":[0.0001143244,0.00214225,0.6123424,0.001363064,0.0006619171,0.00186935,0.08066654,0.1060339,0.0137634,0.1666877,0.01400107,0.0003540687],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617194,0.001531597,0.01533216,0.00123511,0.00002541269,0.00003810715,0.00008283724,0.00002950559,0.02000593],"genre_scores_gemma":[0.9972062,0.0003945303,0.001733539,0.00009382009,0.00001210531,0.00001556432,0.00001195153,0.000004147301,0.0005282182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004246302,"threshold_uncertainty_score":0.01295745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2033299806914615,"score_gpt":0.4540208728066893,"score_spread":0.2506908921152278,"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."}}