{"id":"W4417361426","doi":"10.1145/3785356","title":"The Role of Social Support and Influencers in Content Markets","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Economics and Computation","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Influencer marketing; Context (archaeology); Currency; Dual (grammatical number); Face (sociological concept); Core (optical fiber); Content (measure theory)","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":[0.006156933,0.0006572138,0.0009631219,0.002209284,0.002572174,0.007250394,0.001626088,0.002648171,0.006712359],"category_scores_gemma":[0.03266435,0.0006493293,0.0007979289,0.001290937,0.006754193,0.01049067,0.003934843,0.001460666,0.0006904043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001806582,"about_ca_system_score_gemma":0.001726743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003112807,"about_ca_topic_score_gemma":0.001423852,"domain_scores_codex":[0.9955721,0.002478209,0.0001717063,0.0006690002,0.0006670922,0.0004418525],"domain_scores_gemma":[0.9778331,0.01419138,0.003573234,0.001377105,0.00111303,0.001912262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000189282,0.0002180237,0.01368317,0.0002300401,0.0001214251,0.0009283432,0.005080502,0.02466314,0.002524694,0.9232852,0.001941827,0.02713436],"study_design_scores_gemma":[0.0002191617,0.0001882321,0.005866231,0.0001287559,0.0001301411,0.0003241246,0.003140761,0.1197256,0.001232048,0.8521604,0.01678498,0.00009947154],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6418357,0.002035407,0.2161714,0.01627734,0.0002378696,0.0003823753,0.0003103242,0.000362913,0.1223868],"genre_scores_gemma":[0.9896784,0.0003474095,0.006991596,0.0001477973,0.00009350303,0.00009427702,0.00002421742,0.00003283655,0.002589905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007250394,"threshold_uncertainty_score":0.03256136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03977196310340644,"score_gpt":0.3213874610348901,"score_spread":0.2816154979314837,"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."}}