{"id":"W1138709869","doi":"10.2139/ssrn.2632151","title":"Media Reform: An Overview","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Public Relations and Crisis Communication","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Net neutrality; Neutrality; Democracy; Power (physics); Political science; Alternative media; Battle; Sociology; Law and economics; Media studies; Public administration; Law; Politics; History; The Internet","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":[0.006094727,0.00005508011,0.00008248453,0.00007036823,0.0004809561,0.0001197113,0.0004994132,0.00006998812,0.00004319837],"category_scores_gemma":[0.0002334793,0.00004642822,0.0000463731,0.0002689164,0.00006412821,0.0008218679,0.00002691174,0.0008011921,0.00005700282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002003068,"about_ca_system_score_gemma":0.004482361,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002278278,"about_ca_topic_score_gemma":0.03205687,"domain_scores_codex":[0.9980038,0.0003734447,0.0001666058,0.00007676488,0.0003911177,0.0009883097],"domain_scores_gemma":[0.9992582,0.00001974666,0.0001032134,0.0002196734,0.0001933512,0.0002058469],"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":[0.000003451097,0.00002675934,0.0002558084,1.799174e-7,0.00001131525,1.597218e-7,0.003207917,0.000002225891,0.000001452029,0.9499237,0.0001541751,0.04641289],"study_design_scores_gemma":[0.0002280765,0.00007041253,0.0007049517,0.000004647952,0.00001091116,0.00002294296,0.0556634,0.00003318496,8.65365e-7,0.7719675,0.17121,0.00008312376],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3044392,0.1185444,0.004003008,0.04364862,0.001219584,0.0003385105,0.000002308767,0.0002611211,0.5275432],"genre_scores_gemma":[0.9517818,0.04585925,0.0001904302,0.0001149449,0.0004095067,0.000003243932,0.00000635811,0.000007678065,0.001626776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6473426,"threshold_uncertainty_score":0.9856056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08735767903329723,"score_gpt":0.3754422945594301,"score_spread":0.2880846155261329,"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."}}