{"id":"W4391855001","doi":"10.2139/ssrn.4708840","title":"The Economics of Social Media","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Media Influence and Politics","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Social media; Economics; Political science; 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":[0.001699687,0.0004133915,0.0004394963,0.001861636,0.00179477,0.008453772,0.0004768269,0.00429493,0.0201072],"category_scores_gemma":[0.009354927,0.0004135814,0.0003415921,0.001698786,0.005987469,0.006940196,0.00130977,0.002398307,0.001452188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003755817,"about_ca_system_score_gemma":0.001648327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005339985,"about_ca_topic_score_gemma":0.005426614,"domain_scores_codex":[0.9981045,0.0009612494,0.00003984424,0.0001969992,0.0004828142,0.0002145991],"domain_scores_gemma":[0.992257,0.005792952,0.0006742042,0.0003971143,0.0004945277,0.0003841623],"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":[0.00002136125,0.00002785849,0.0006476376,0.00002345634,0.00001121463,0.00004362414,0.000116116,0.0006994946,0.00005552657,0.986886,0.006558691,0.004909048],"study_design_scores_gemma":[0.00003186347,0.00001896827,0.001993108,0.00008133062,0.00001536591,0.0000645786,0.0004062531,0.001788016,0.0001242004,0.9323456,0.06311644,0.00001419325],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04105511,0.01613557,0.008296497,0.08627673,0.000539616,0.0000495055,0.0004532471,0.00005105862,0.8471427],"genre_scores_gemma":[0.9161186,0.008705698,0.0007976468,0.003770924,0.002061848,0.00007902211,0.00008065464,0.00003836687,0.06834735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0201072,"threshold_uncertainty_score":0.06726533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01429958167283102,"score_gpt":0.2990412500869378,"score_spread":0.2847416684141068,"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."}}