{"id":"W2165884658","doi":"","title":"Media coverage of climate change: current trends, strengths, weaknesses","year":2007,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Newspaper; Climate change; Strengths and weaknesses; Work (physics); Political science; Media coverage; Public opinion; Politics; Perception; Sri lanka; Geography; Public relations; Environmental planning; Media studies; Sociology; Engineering; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003759077,0.0002310155,0.0005003847,0.0009107798,0.0003223196,0.0001172695,0.00102634,0.0004712795,0.001294501],"category_scores_gemma":[0.0008612265,0.0002666873,0.0001861793,0.0003397369,0.0006803649,0.0001518124,0.001186498,0.001385794,0.00002001516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008924073,"about_ca_system_score_gemma":0.0003195302,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046729,"about_ca_topic_score_gemma":0.03409694,"domain_scores_codex":[0.9967251,0.0007673101,0.0006883977,0.0005336362,0.0004891149,0.0007964481],"domain_scores_gemma":[0.9967858,0.001471507,0.0003401998,0.0009592447,0.0002159002,0.0002273311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004628086,0.0001842276,0.005500119,0.0001547296,0.00001157713,0.000002331361,0.01433366,0.00003068141,0.000005003063,0.002031754,0.00003318589,0.9776664],"study_design_scores_gemma":[0.0009964366,0.00007215061,0.06784829,0.001398493,0.00002629131,0.00000161313,0.02352459,0.0007760415,0.0000242929,0.002271959,0.9021543,0.0009054925],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.2366424,0.002407883,0.000001595392,0.001865138,0.002090846,0.0009067111,0.0007236234,0.00009603841,0.7552657],"genre_scores_gemma":[0.3986479,0.6000658,0.00005602365,0.00002075912,0.0005353811,0.0001173858,0.0003537994,0.00002564541,0.0001772436],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.976761,"threshold_uncertainty_score":0.9999785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3543376612603298,"score_gpt":0.497112902601643,"score_spread":0.1427752413413131,"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."}}