{"id":"W4416674593","doi":"10.1007/978-3-032-06918-4_60-1","title":"Media","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Social media; Politics; Political communication; Voting; Focus (optics); Media relations","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001681487,0.00005817608,0.0001097684,0.0000293392,0.0002367191,0.00001358065,0.0002535029,0.0001349774,0.003805287],"category_scores_gemma":[0.0001083012,0.00005217723,0.00005023645,0.00001260057,0.0001286455,0.00001374878,0.00009296482,0.0001107162,0.0002330622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004220321,"about_ca_system_score_gemma":0.0001322093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00048477,"about_ca_topic_score_gemma":0.01168363,"domain_scores_codex":[0.9995613,0.00001371195,0.00008429,0.00008080398,0.0001817712,0.00007818312],"domain_scores_gemma":[0.9993997,0.0002611216,0.00003685365,0.0002118414,0.00005755421,0.00003298149],"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":[2.942136e-7,7.777786e-7,0.000001109369,0.000001660237,0.000009065606,1.808256e-7,0.001032915,1.994734e-9,1.802757e-8,0.8565342,0.1024231,0.03999665],"study_design_scores_gemma":[0.00001604211,0.000001377933,0.000003277589,0.00002477312,0.00001153769,7.142304e-9,0.0004041246,2.33785e-7,1.45771e-7,0.06490042,0.9345863,0.00005174436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[9.070434e-8,0.001345663,0.00001293107,0.007184515,0.0004343618,0.00008228271,0.000002578397,0.00004865554,0.9908889],"genre_scores_gemma":[0.0001120812,0.01360279,0.0001645397,0.0004022038,0.0002533533,0.000004574484,0.000009701457,0.000003430545,0.9854473],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8321633,"threshold_uncertainty_score":0.9971054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05016388615917019,"score_gpt":0.3141377706429331,"score_spread":0.263973884483763,"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."}}