{"id":"W4400059560","doi":"10.1080/10447318.2024.2368974","title":"To Gift or Not: Understanding Gifting Behavior on Live Streaming Platforms from the Perspective of Social Influence and Herding","year":2024,"lang":"en","type":"article","venue":"International Journal of Human-Computer Interaction","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Natural Science Foundation of China","keywords":"Herding; Perspective (graphical); Live streaming; Gift giving; Advertising; Sociology; Aesthetics; Psychology; Internet privacy; Business; Art; Computer science; Multimedia; Visual arts; History; Archaeology","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":[0.001443363,0.0001622949,0.0002344425,0.0007335865,0.0005914927,0.001419857,0.000228642,0.0003720729,0.002257077],"category_scores_gemma":[0.006751085,0.00009061029,0.0002313376,0.0004949612,0.000756899,0.001869692,0.0005990132,0.0005006748,0.0001440608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000571164,"about_ca_system_score_gemma":0.000348824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008738901,"about_ca_topic_score_gemma":0.008519443,"domain_scores_codex":[0.9996401,0.0001651822,0.00001925039,0.00006098229,0.00005287603,0.00006153095],"domain_scores_gemma":[0.9968978,0.001296443,0.001035503,0.0001992716,0.0002095563,0.0003614719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001426704,0.0001715726,0.9244515,0.00007213036,0.00006729023,0.0003369447,0.02704361,0.000693519,0.001689103,0.006426484,0.0005720045,0.03833325],"study_design_scores_gemma":[0.00001083403,0.0001044741,0.963111,0.00006148128,0.00006992728,0.0001489784,0.019229,0.008992449,0.0003709613,0.005092546,0.002783483,0.00002485568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946771,0.0001294315,0.001076615,0.0002112453,0.000005943019,0.00001249402,0.00004425603,0.000007059274,0.003835937],"genre_scores_gemma":[0.9993768,0.00006315107,0.0002569961,0.00002075772,0.000007531955,0.000005021931,0.00002390735,0.000001788631,0.0002440683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008738901,"threshold_uncertainty_score":0.01737607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06884584525778845,"score_gpt":0.4111483751330601,"score_spread":0.3423025298752717,"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."}}