{"id":"W4402031387","doi":"10.32920/26883382.v1","title":"Consumer Engagement in Social Media: A Systematic Literature Review of Surveys and Experiments","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Social media; Systematic review; Psychology; Sociology; Data science; Political science; Advertising; Public relations; Business; Computer science; World Wide Web; MEDLINE; Law","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":[0.09392945,0.001939405,0.007383362,0.01600631,0.00138035,0.004739067,0.002326108,0.002575703,0.004094153],"category_scores_gemma":[0.2669742,0.002121396,0.007050624,0.02105797,0.002906087,0.005809107,0.003242799,0.001784833,0.0007420201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00699097,"about_ca_system_score_gemma":0.0247435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007065538,"about_ca_topic_score_gemma":0.01613311,"domain_scores_codex":[0.9037398,0.05312333,0.02293227,0.005394924,0.01360392,0.001205692],"domain_scores_gemma":[0.625299,0.3155402,0.02483508,0.006852685,0.02652707,0.0009460123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004603822,0.0002143323,0.004559918,0.8098378,0.007383088,0.000109718,0.002922008,0.0002349353,0.0002313775,0.001474906,0.00319783,0.1693737],"study_design_scores_gemma":[0.0003529694,0.00107249,0.01456725,0.8994753,0.02910059,0.0002388042,0.004824405,0.0002828078,0.0006113418,0.002088125,0.04724363,0.000142337],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01042926,0.9726522,0.005108112,0.001505363,0.000369495,0.006129893,0.002161442,0.00007856498,0.001565616],"genre_scores_gemma":[0.07832287,0.8864399,0.0130701,0.002421897,0.0001851722,0.01748064,0.001615529,0.00006607197,0.0003979299],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09392945,"threshold_uncertainty_score":0.4967524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05414151175725887,"score_gpt":0.3635797186248912,"score_spread":0.3094382068676323,"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."}}