{"id":"W4391692012","doi":"10.1088/1748-9326/ad22b7","title":"Vulnerable voices: using topic modeling to analyze newspaper coverage of climate change in 26 non-Annex I countries (2010–2020)","year":2024,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Newspaper; Climate change; Climatology; Environmental science; Meteorology; Econometrics; Geography; Political science; Economics; Geology; Oceanography","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":[0.001959429,0.00009628816,0.0001408756,0.0002586287,0.0004280538,0.0001472585,0.0002989109,0.0000695096,0.001753425],"category_scores_gemma":[0.00004692695,0.0001004619,0.00005286259,0.0003926395,0.0002156919,0.0004222611,0.0002233415,0.0003585407,0.0002976755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00064086,"about_ca_system_score_gemma":0.00002779954,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006978046,"about_ca_topic_score_gemma":0.003301747,"domain_scores_codex":[0.9979373,0.0004273407,0.0002224492,0.0002642282,0.0006587915,0.0004899551],"domain_scores_gemma":[0.9993842,0.0002051503,0.00002290476,0.0002601382,0.000009939718,0.0001176732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002602321,0.0004932074,0.1380158,0.0006964773,0.00008931277,0.0001623316,0.4945694,0.02381499,0.2483003,0.0009032121,0.002033548,0.09066117],"study_design_scores_gemma":[0.001967957,0.0004028083,0.1075907,0.002671506,0.00007765326,0.000008584836,0.1123366,0.5274022,0.001071441,0.0007560754,0.2438237,0.001890786],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866376,0.0005753229,0.0001632596,0.010529,0.0001819626,0.0004244955,0.00003519058,0.00002560315,0.001427555],"genre_scores_gemma":[0.9789683,0.01942469,0.0001487207,0.0009732724,0.0002153518,0.00005180547,0.00001793137,0.00002046719,0.0001794738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5035872,"threshold_uncertainty_score":0.9996346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3105650730893822,"score_gpt":0.4636920964737269,"score_spread":0.1531270233843447,"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."}}