{"id":"W2320812212","doi":"10.4245/sponge.v5i1.15165","title":"What are Climate Scientists to do?","year":2011,"lang":"en","type":"article","venue":"Spontaneous Generations A Journal for the History and Philosophy of Science","topic":"Climate Change and Geoengineering","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contrarian; Skepticism; Global warming; Scientific consensus; Credibility; Newspaper; Political science; Government (linguistics); Nothing; Climate change; Environmental ethics; Scientific evidence; Relevance (law); Conviction; Face (sociological concept); Law; Sociology; Social science; Business; Ecology; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02144621,0.0008518756,0.001130334,0.001943239,0.007494982,0.01560677,0.002057774,0.01414076,0.007927014],"category_scores_gemma":[0.0485978,0.0005064862,0.0006299648,0.002327161,0.02614781,0.02309411,0.003973345,0.01321859,0.005388916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00565979,"about_ca_system_score_gemma":0.01911608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004211438,"about_ca_topic_score_gemma":0.00369718,"domain_scores_codex":[0.9859836,0.00772247,0.0003222123,0.001767434,0.002769932,0.001434491],"domain_scores_gemma":[0.9638367,0.01521749,0.002925375,0.003366663,0.006475955,0.008177853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008368471,0.0001677301,0.003844701,0.0008933445,0.0001161915,0.0001201454,0.006896806,0.0003189303,0.0004428424,0.5002608,0.4177307,0.06912406],"study_design_scores_gemma":[0.00002880721,0.00002131058,0.0007490051,0.0004238012,0.00001902365,0.00005804351,0.002874419,0.00008776403,0.0001449313,0.3771999,0.61836,0.0000330281],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001174751,0.02888303,0.001300286,0.925453,0.01428154,0.00001220412,0.000102793,0.00005707926,0.02873532],"genre_scores_gemma":[0.1552031,0.08914935,0.00587795,0.6816735,0.04045337,0.0001948968,0.000297384,0.0002336158,0.02691688],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.992505,"threshold_uncertainty_score":0.1134198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05748424414931554,"score_gpt":0.2428572420943002,"score_spread":0.1853729979449846,"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."}}