{"id":"W4241889718","doi":"10.11647/obp.0193.26","title":"Media","year":2020,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Oil Sands Technology and Research Authority; University of British Columbia","funders":"","keywords":"Globe; Newspaper; Geography; Media studies; Headline; Climate change; Citizen journalism; Political science; History; Advertising; Sociology; Geology; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000606206,0.0001815852,0.0002905211,0.00007779139,0.0004540463,0.002571299,0.002131566,0.0003812008,0.1008936],"category_scores_gemma":[0.0002481973,0.0001989299,0.0001170505,0.00005341192,0.0003090939,0.002000247,0.0006302634,0.0004228007,0.002875312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002511389,"about_ca_system_score_gemma":0.0004143698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001140172,"about_ca_topic_score_gemma":0.008067302,"domain_scores_codex":[0.9986981,0.00008550482,0.0002380393,0.0003262024,0.0004505683,0.0002015598],"domain_scores_gemma":[0.9986853,0.0001507963,0.0001921935,0.0005215558,0.0001482233,0.0003019193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006424068,0.000004165181,0.00000253804,0.000004329183,0.00001368091,0.000002070453,0.007567765,2.92848e-8,7.09326e-7,0.3467042,0.626388,0.01930609],"study_design_scores_gemma":[0.0001284069,0.000009176249,0.000009221982,0.00005173859,0.00001973735,2.370231e-7,0.002109221,9.528007e-7,1.434923e-7,0.009778,0.9876561,0.0002371207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.511136e-7,0.0005190964,0.000002050714,0.04006797,0.0005588881,0.0005242019,0.00003648495,0.0001038264,0.9581871],"genre_scores_gemma":[0.00006223773,0.005265163,0.000133935,0.007269009,0.0006313858,0.00002615488,0.0005752937,0.00004989461,0.9859869],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3612681,"threshold_uncertainty_score":0.9984641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5915265585544376,"score_gpt":0.4406115213029048,"score_spread":0.1509150372515328,"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."}}