{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001349668,0.0005301701,0.0002330312,0.003265193,0.001902908,0.008896248,0.0007754331,0.001919888,0.01995477],"category_scores_gemma":[0.004611174,0.0003145483,0.0003907759,0.003073486,0.002632285,0.01149746,0.003456126,0.00279806,0.003097394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002044871,"about_ca_system_score_gemma":0.001538528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002308448,"about_ca_topic_score_gemma":0.003634562,"domain_scores_codex":[0.9990195,0.0002495219,0.00003502495,0.000136462,0.0004239498,0.00013556],"domain_scores_gemma":[0.9960622,0.002395361,0.0004045478,0.0002546533,0.0005655655,0.0003176189],"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":[0.00005582799,0.00004829078,0.001591859,0.0004437753,0.00001648734,0.0005289881,0.004410768,0.000529947,0.001341186,0.6131834,0.05316624,0.3246832],"study_design_scores_gemma":[0.000007768324,0.00003932557,0.002216835,0.0008089771,0.00001927779,0.0006843079,0.001648632,0.0006672891,0.001470381,0.04113052,0.9512748,0.00003187726],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03627832,0.04787094,0.009734665,0.01953561,0.002335008,0.00008175342,0.0002747763,0.0002732693,0.8836157],"genre_scores_gemma":[0.5071181,0.09143459,0.01267253,0.00841861,0.007252128,0.0001892474,0.000596208,0.0003578283,0.3719608],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01995477,"threshold_uncertainty_score":0.06675535,"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."}}