{"id":"W4416859290","doi":"10.5117/9789462982178_ch07","title":"From media wave to media tsunami","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Political Developments and Conflicts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Charter; Newspaper; Social media; Period (music); Mass media","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004234544,0.0004138038,0.0001909688,0.001862381,0.003250229,0.00697969,0.00057424,0.0008077082,0.01612668],"category_scores_gemma":[0.00105027,0.0001712452,0.0001474606,0.003461308,0.004416665,0.004289941,0.001361683,0.001905474,0.001737385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009038716,"about_ca_system_score_gemma":0.00383512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.100286,"about_ca_topic_score_gemma":0.1558023,"domain_scores_codex":[0.9996763,0.00008914329,0.000004908856,0.00003136191,0.0001217412,0.00007645998],"domain_scores_gemma":[0.9993856,0.0003426793,0.00004413696,0.00002405319,0.0001452794,0.00005830409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000764072,0.00006870476,0.003247054,0.0003677307,0.00001120667,0.0005477389,0.0390336,0.0002114735,0.0008015624,0.6981695,0.1474282,0.1100369],"study_design_scores_gemma":[0.000007035352,0.00003097584,0.008273588,0.000458232,0.000007616786,0.0001858329,0.03468423,0.000195361,0.0003990117,0.02766852,0.9280722,0.00001733353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03330685,0.02866378,0.001273281,0.02143923,0.001952462,0.0000544805,0.0003025409,0.00005528537,0.9129522],"genre_scores_gemma":[0.4797121,0.05437015,0.001163562,0.008779683,0.003332261,0.0001231271,0.0004207834,0.0001629013,0.4519354],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.100286,"threshold_uncertainty_score":0.1994046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04610348581670758,"score_gpt":0.2940014267996811,"score_spread":0.2478979409829735,"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."}}