{"id":"W4392954919","doi":"10.1007/978-3-031-51154-7_6","title":"Signals Lost and Recovered","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Ukrainian; Mass media; Politics; Political science; Political economy; Media studies; Sociology; Law","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":[0.003981544,0.0009925166,0.0006281961,0.002309564,0.004083964,0.01579693,0.001647381,0.004753569,0.05451372],"category_scores_gemma":[0.01258175,0.000643474,0.0005718128,0.001373182,0.01437154,0.01817924,0.005264015,0.008140097,0.02879556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005116379,"about_ca_system_score_gemma":0.003470237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004585873,"about_ca_topic_score_gemma":0.004094147,"domain_scores_codex":[0.9967709,0.0009492191,0.0001066561,0.0005724311,0.001237962,0.0003628747],"domain_scores_gemma":[0.9966359,0.001135707,0.0001537311,0.0008961778,0.0009054739,0.0002731663],"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":[0.00005326225,0.0000215223,0.0001209228,0.00006633483,0.00001368617,0.0001498235,0.002779412,0.0002262218,0.0007686354,0.8598443,0.07370279,0.06225313],"study_design_scores_gemma":[0.00001028292,0.00002386816,0.000160416,0.0001375134,0.0000121138,0.0001832855,0.001871409,0.0004136592,0.000981748,0.1852338,0.8109462,0.00002564091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005097235,0.003844721,0.0247759,0.03754117,0.005656445,0.00005403248,0.0002542362,0.0005666363,0.9222097],"genre_scores_gemma":[0.08698166,0.002182739,0.004392973,0.008865776,0.001493436,0.00006946117,0.0001477348,0.0006084689,0.8952577],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05451372,"threshold_uncertainty_score":0.1823665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04853769308163326,"score_gpt":0.3194289080598572,"score_spread":0.2708912149782239,"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."}}