{"id":"W1994673097","doi":"10.15173/jpc.v3i1.138","title":"Is the communication revolution good for democracy?","year":2013,"lang":"en","type":"article","venue":"Journal of Professional Communication","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Democracy; Great Rift; Journalism; Democratization; Phenomenon; Communication studies; Digital Revolution; Professional communication; ICTS; Public relations; Political science; Sociology; Law; Media studies; Internet privacy; Information and Communications Technology; Economics; Politics; Management; Computer science; Epistemology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001774877,0.00006482961,0.0001274896,0.00005484878,0.001735464,0.00005924229,0.0009340518,0.0001246804,0.0001754414],"category_scores_gemma":[0.001238852,0.00004483099,0.0001228266,0.0001761231,0.0002858306,0.0005065453,0.0000829083,0.0003853555,0.00002840244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001579107,"about_ca_system_score_gemma":0.0003780541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006968256,"about_ca_topic_score_gemma":0.000132618,"domain_scores_codex":[0.9978,0.001134933,0.0004313985,0.00004773411,0.0004141034,0.0001718575],"domain_scores_gemma":[0.9955274,0.002158839,0.0006743271,0.0003938258,0.001161436,0.00008413506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007302808,0.0003949525,0.01975624,0.00003807249,0.0001062794,1.205711e-7,0.1266188,0.000003857817,0.0008554126,0.4051167,0.4144778,0.03255876],"study_design_scores_gemma":[0.0006380508,0.00007951948,0.03131873,0.0003017528,0.00007640356,0.000003896444,0.07792814,0.0001848738,0.0002932803,0.5157319,0.3732959,0.000147547],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4606786,0.004762874,0.001094474,0.5203641,0.001539245,0.00159435,0.00001000594,0.00003531666,0.009921075],"genre_scores_gemma":[0.9897115,0.001294789,0.005104674,0.001398359,0.0003609631,0.00005342159,0.000008780463,0.000008554047,0.002058988],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5290329,"threshold_uncertainty_score":0.9995642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06558170395612672,"score_gpt":0.4097512246668188,"score_spread":0.3441695207106921,"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."}}