{"id":"W4409645014","doi":"10.63544/ijss.v3i2.82","title":"The public sphere on a digital plane: The influence of the new digital media on Ghana’s democracy and the Public Sphere","year":2024,"lang":"en","type":"article","venue":"Inverge Journal of Social Sciences","topic":"Social Media and Politics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Public sphere; Democracy; Digital media; Political science; Plane (geometry); Media studies; Sociology; Mathematics; Law; Geometry; Politics","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":[0.003793326,0.0001833077,0.0001715671,0.001015099,0.00369754,0.007628051,0.0003512455,0.0009744342,0.008341058],"category_scores_gemma":[0.007313187,0.0001624344,0.0001885981,0.001483297,0.01017042,0.008590082,0.005622723,0.002104498,0.0004937953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005711715,"about_ca_system_score_gemma":0.003419269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007562567,"about_ca_topic_score_gemma":0.01240407,"domain_scores_codex":[0.9963276,0.002631075,0.00007002194,0.0001601648,0.000288094,0.0005229909],"domain_scores_gemma":[0.9896255,0.006913078,0.001773027,0.000273689,0.000482037,0.000932685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003372867,0.0001846634,0.05378249,0.000598994,0.0000257139,0.004754269,0.2309282,0.0004486241,0.001607008,0.5573847,0.01265845,0.1372897],"study_design_scores_gemma":[0.00008545108,0.0001355016,0.06126574,0.001557347,0.00004213471,0.0008013829,0.4155727,0.0007720393,0.001243134,0.09991025,0.4185705,0.00004382925],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5526046,0.01023968,0.002478571,0.09423217,0.0004884332,0.00007558468,0.00008968236,0.0000351027,0.3397562],"genre_scores_gemma":[0.9916871,0.002012708,0.0003570626,0.00129955,0.0001283849,0.00002240519,0.00001265835,0.00001297398,0.004467263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008341058,"threshold_uncertainty_score":0.04144162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02678580108093713,"score_gpt":0.2949170404575525,"score_spread":0.2681312393766153,"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."}}