{"id":"W7077078079","doi":"10.4018/979-8-3373-6587-9.ch004","title":"The Rise of Independent Financial Media","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in computational intelligence and robotics book series","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Transparency (behavior); Corporate governance; Financial market; Financial stability; Financial market participants; Media policy; Information asymmetry","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":[0.0002050589,0.0002088104,0.000264996,0.00008201213,0.000169294,0.00004986999,0.0006187334,0.0001534289,0.00001123681],"category_scores_gemma":[0.0001799816,0.00016686,0.00005947047,0.00007004634,0.0004705937,0.0004333697,0.0003788609,0.0003086718,0.00000349695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002341179,"about_ca_system_score_gemma":0.0002178263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001892059,"about_ca_topic_score_gemma":0.00004832038,"domain_scores_codex":[0.9987147,0.00001769983,0.000483678,0.0003344546,0.0002801247,0.0001693051],"domain_scores_gemma":[0.9983454,0.000876107,0.0002434374,0.0002388125,0.0002604646,0.00003575129],"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":[0.000008513491,0.000005498919,0.00001390739,0.00005339379,0.000006760429,0.000008716746,0.0001151523,0.2804328,1.69737e-7,0.6983594,0.00008414523,0.02091159],"study_design_scores_gemma":[0.00003068469,0.00003395856,0.00002843356,0.0002348171,0.000005675969,0.00001211846,0.00002509517,0.01755738,0.0000634114,0.7934161,0.1884395,0.0001527771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.000001033166,0.06173807,0.6148682,0.003877942,0.001024344,0.0002609611,0.00001705783,0.00004279175,0.3181696],"genre_scores_gemma":[0.02054134,0.1893508,0.1691215,0.0008734486,0.000425331,0.00005154433,0.00007230598,0.00002369763,0.61954],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4457467,"threshold_uncertainty_score":0.6804355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01418655364567865,"score_gpt":0.2493206965063239,"score_spread":0.2351341428606453,"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."}}