{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002723529,0.00004735962,0.00007329377,0.00003605728,0.0005679389,0.0001025438,0.0002667307,0.00005708943,0.0000435638],"category_scores_gemma":[0.0002331047,0.0000333432,0.00008738601,0.0001010326,0.0002677556,0.0001204156,0.00001113266,0.0007411721,0.00004304606],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004322202,"about_ca_system_score_gemma":0.005726547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001031223,"about_ca_topic_score_gemma":0.008197781,"domain_scores_codex":[0.9983186,0.00009065215,0.0001778062,0.00005679232,0.0001558468,0.00120031],"domain_scores_gemma":[0.9993609,0.0004404235,0.00005454756,0.00004623686,0.00004485044,0.00005305476],"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":[0.000002602593,0.00000256662,0.00005227449,0.000001512351,0.00003221555,4.831425e-7,0.009093982,7.870058e-7,0.000005606704,0.9587042,0.0004118245,0.031692],"study_design_scores_gemma":[0.00004210783,0.00001853089,0.00004751383,0.000004942895,0.00001388467,0.000008322393,0.01870462,0.000008890706,0.00001729593,0.6799213,0.3011714,0.00004116386],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9060619,0.01341033,0.0001804102,0.02185325,0.003969655,0.0001178778,0.000008453963,0.00005229091,0.05434587],"genre_scores_gemma":[0.976231,0.0198328,0.000005390451,0.00005642253,0.002082143,0.000001471061,4.705666e-7,0.00000683588,0.001783478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3007596,"threshold_uncertainty_score":0.9999101,"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."}}