{"id":"W4316036202","doi":"10.1080/1461670x.2023.2167105","title":"Theorizing “Co-operative Advantage” in News-Markets: Rethinking Media-Ownership, Renewing the Sociology of Journalism’s Radical Tradition, and Reframing Democratic Media Reform","year":2023,"lang":"en","type":"article","venue":"Journalism Studies","topic":"Political Influence and Corporate Strategies","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Journalism; Sociology; Democracy; News media; Democratization; Technical Journalism; Cognitive reframing; Corporate governance; Political economy; Media studies; Economics; Politics; Law; Political science; Management","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":[0.002844375,0.0002808493,0.0006149235,0.0004466694,0.0007370581,0.0002033126,0.0003174767,0.0001354186,0.00002256913],"category_scores_gemma":[0.001732764,0.0001707623,0.0001119535,0.0006388066,0.0012613,0.001494696,0.0001630096,0.0007589454,0.00001041634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281375,"about_ca_system_score_gemma":0.0000716041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001345706,"about_ca_topic_score_gemma":0.0002481031,"domain_scores_codex":[0.9976287,0.0001863177,0.0008954321,0.0002800009,0.0004487492,0.0005608349],"domain_scores_gemma":[0.9976392,0.001404048,0.0005246048,0.0001756579,0.0002193368,0.00003711665],"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":[0.0001753155,0.00005560691,0.01613141,0.0004837796,0.0005113348,0.0004619206,0.08094958,0.00008571885,0.002274436,0.8926848,0.003016945,0.003169213],"study_design_scores_gemma":[0.0006171503,0.00001746351,0.0175766,0.0006807508,0.0001021596,0.00003015204,0.2429111,0.0002815485,0.0000979453,0.7369292,0.0005089871,0.000246914],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641911,0.002828846,0.00002607177,0.02853684,0.0005212114,0.0001567536,0.000004523985,0.00007360505,0.003660996],"genre_scores_gemma":[0.9922857,0.003181371,0.00009234698,0.002838844,0.001517675,0.0000197066,0.00001230475,0.00002487424,0.00002718659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1619616,"threshold_uncertainty_score":0.6963485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07094691759708074,"score_gpt":0.3265766124021958,"score_spread":0.2556296948051151,"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."}}