{"id":"W3131152704","doi":"10.1111/risa.13701","title":"Exploring Scientists’ Values by Analyzing How They Frame Nature and Uncertainty","year":2021,"lang":"en","type":"article","venue":"Risk Analysis","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Frame (networking); Value (mathematics); Capital (architecture); Environmental ethics; Engineering ethics; Epistemology; Political science; Sociology; Engineering; Computer science; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.04915931,0.0005188333,0.0006195094,0.008604656,0.009105562,0.01727344,0.001256665,0.003273337,0.001624383],"category_scores_gemma":[0.09472909,0.0004282942,0.0004436431,0.006699095,0.02855325,0.01122443,0.008199035,0.004489518,0.0001788064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009104577,"about_ca_system_score_gemma":0.008389659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00540055,"about_ca_topic_score_gemma":0.005844979,"domain_scores_codex":[0.9509407,0.03436332,0.001647541,0.001459863,0.009545559,0.002043056],"domain_scores_gemma":[0.8431923,0.1267878,0.01334329,0.002866721,0.01075488,0.003055025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001031352,0.0000431044,0.02197562,0.0003145291,0.00008061354,0.0003597003,0.8397574,0.0004615746,0.001613902,0.1195525,0.001323011,0.01441496],"study_design_scores_gemma":[0.00003207312,0.00006517172,0.01287742,0.0005246613,0.00007806366,0.0002121056,0.8214487,0.001026465,0.001196993,0.106569,0.05586114,0.000108265],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8393244,0.002653041,0.01397478,0.02577262,0.0003881932,0.0001038547,0.0001415936,0.00002626332,0.1176153],"genre_scores_gemma":[0.9971961,0.0004811155,0.001035606,0.0006187506,0.00005189919,0.00003372954,0.00002145899,0.00001293093,0.0005483869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9908944,"threshold_uncertainty_score":0.2599823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3094449446066831,"score_gpt":0.4136335186020167,"score_spread":0.1041885739953335,"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."}}