{"id":"W2732405805","doi":"","title":"Climate Action and Activism: Scientists as Citizens and Communicators","year":2015,"lang":"en","type":"article","venue":"2015 AGU Fall Meeting","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Action (physics); Political science; Public relations","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.02127414,0.0004989933,0.0004674642,0.002692487,0.01182444,0.0276744,0.001139367,0.01039378,0.01135257],"category_scores_gemma":[0.03127425,0.0004806804,0.0004372821,0.002283348,0.02045436,0.01477103,0.009804505,0.009072283,0.000744191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004319761,"about_ca_system_score_gemma":0.01016907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005915414,"about_ca_topic_score_gemma":0.006616994,"domain_scores_codex":[0.9761451,0.01902296,0.0002898003,0.0009265459,0.001644697,0.001970928],"domain_scores_gemma":[0.956834,0.02923201,0.003626194,0.001151141,0.002602072,0.006554618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001882918,0.000489699,0.02983458,0.0002901622,0.00006365513,0.0003219436,0.6065253,0.0002033682,0.0008807792,0.2512298,0.03895496,0.07101742],"study_design_scores_gemma":[0.00008718497,0.0001671016,0.01797681,0.0006678813,0.00005790196,0.0002478071,0.5647907,0.0007237321,0.0005942435,0.1782283,0.2363794,0.00007897439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2408404,0.01369192,0.004392052,0.5271172,0.002916564,0.00008301277,0.00009790814,0.00007059205,0.2107904],"genre_scores_gemma":[0.9779791,0.002741066,0.0005855536,0.0116933,0.0008569119,0.00008000627,0.00002663108,0.00003809996,0.005999312],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9881756,"threshold_uncertainty_score":0.1125097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4467701340800075,"score_gpt":0.4739025549021952,"score_spread":0.0271324208221877,"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."}}