{"id":"W4238645971","doi":"10.11647/obp.0193.01","title":"Introduction","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":"Scope (computer science); Politics; Environmental ethics; Humanity; Earth system science; Geography; Political science; History; Ecology; Law; Computer science; Philosophy","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":[0.0005879556,0.0001658046,0.0002367656,0.00008182207,0.0005206646,0.002514628,0.001390552,0.0003218802,0.117796],"category_scores_gemma":[0.0001515238,0.0001874848,0.00009546013,0.00005879097,0.0002477841,0.002474531,0.0004366991,0.0004112459,0.002939256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003368854,"about_ca_system_score_gemma":0.0002894921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008047167,"about_ca_topic_score_gemma":0.00246564,"domain_scores_codex":[0.9987862,0.00008436845,0.0002280694,0.0003745898,0.0003535158,0.0001732679],"domain_scores_gemma":[0.9988565,0.0000396895,0.0002020096,0.0005331948,0.0001703885,0.000198245],"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":[0.000007964999,0.000004242132,0.000001037076,0.000004400529,0.00001233629,6.237382e-7,0.00229446,1.110785e-7,0.000002056843,0.2660907,0.7143813,0.01720078],"study_design_scores_gemma":[0.0001030211,0.00001632001,0.000004299496,0.00002342515,0.00002026453,4.161564e-7,0.001337611,0.000001390661,3.547535e-7,0.006470607,0.9918079,0.0002144237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.510647e-7,0.000270528,0.000004309981,0.141125,0.0007573393,0.0005188899,0.00001338008,0.00009883599,0.8572114],"genre_scores_gemma":[0.00002932988,0.003548388,0.0001166059,0.00418097,0.002634414,0.00002523586,0.0005479774,0.00004214941,0.9888749],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2774266,"threshold_uncertainty_score":0.9985209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4372490832424847,"score_gpt":0.4205963678666337,"score_spread":0.01665271537585106,"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."}}