{"id":"W4406679949","doi":"10.1017/epi.2024.45","title":"The epistemic dangers of journalistic balance","year":2025,"lang":"en","type":"article","venue":"Episteme","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Federation for the Humanities and Social Sciences","keywords":"Balance (ability); Epistemology; Philosophy; Psychology; Neuroscience","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09607151,0.0006813201,0.0009171291,0.004773962,0.01014464,0.01945796,0.00298904,0.007613892,0.004025689],"category_scores_gemma":[0.2913069,0.001095425,0.0006475254,0.002820273,0.05371147,0.02696637,0.01389002,0.009781705,0.0009384982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004391407,"about_ca_system_score_gemma":0.003440055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001311608,"about_ca_topic_score_gemma":0.0007765382,"domain_scores_codex":[0.8347467,0.1214293,0.007411316,0.007754488,0.0258919,0.002766389],"domain_scores_gemma":[0.590944,0.3094355,0.03062319,0.03759722,0.02792377,0.00347631],"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":[0.0001711004,0.00003376136,0.002991874,0.0002219305,0.00004865486,0.0004547476,0.06426217,0.000263555,0.0008188457,0.9052485,0.005739035,0.01974577],"study_design_scores_gemma":[0.00005858441,0.00005653287,0.001171854,0.0006735392,0.00005585453,0.0004625668,0.02303,0.001876738,0.002143207,0.9229448,0.04745568,0.00007071779],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.218104,0.0043214,0.1850424,0.3112336,0.003782301,0.0001948516,0.0002217533,0.0006574318,0.2764423],"genre_scores_gemma":[0.984698,0.0003497679,0.007667474,0.004309786,0.000733441,0.00008111127,0.00002455955,0.00009405286,0.002041751],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09607151,"threshold_uncertainty_score":0.5080808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200824792483386,"score_gpt":0.3363039756547326,"score_spread":0.3142957277298987,"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."}}