{"id":"W4392906038","doi":"10.32920/25412842","title":"Chasing the Mainstream: Corporate Social Advocacy and Online Content Governance","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Centre for Social Innovation; York University","funders":"Centre National de la Recherche Scientifique; Mitacs","keywords":"Public relations; Social media; Mainstream; Corporate social responsibility; Corporate governance; Political science; Content analysis; Business; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01982729,0.0004397706,0.0004306043,0.003434915,0.009721161,0.02368872,0.0014085,0.005553863,0.005556479],"category_scores_gemma":[0.03208524,0.0004613138,0.0004994932,0.002799227,0.07538624,0.02423108,0.01175192,0.005245657,0.0005983684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009130002,"about_ca_system_score_gemma":0.008697198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00451727,"about_ca_topic_score_gemma":0.003635648,"domain_scores_codex":[0.9793085,0.01374547,0.0004901555,0.001725791,0.00331165,0.001418332],"domain_scores_gemma":[0.9616884,0.02818994,0.003681614,0.002271653,0.002203039,0.001965311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002138367,0.00004552815,0.002677099,0.00005694146,0.000008565261,0.0001346012,0.05796813,0.0001215657,0.0002016045,0.9256247,0.001301443,0.01183845],"study_design_scores_gemma":[0.00004267321,0.00005866604,0.006557424,0.0006782732,0.00002932727,0.0002154315,0.1173486,0.001500644,0.0007619192,0.7456258,0.1271375,0.00004363704],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3004848,0.005246251,0.0307953,0.1043822,0.0004388024,0.0001782157,0.00003591722,0.0001080853,0.5583304],"genre_scores_gemma":[0.9919575,0.0006566037,0.001268272,0.001753032,0.0001742925,0.00005514223,0.00001000735,0.00004635398,0.004078706],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02368872,"threshold_uncertainty_score":0.104858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.140593455931521,"score_gpt":0.3504739205765308,"score_spread":0.2098804646450098,"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."}}