{"id":"W3125978588","doi":"10.1017/sus.2021.3","title":"Collective foresight and intelligence for sustainability","year":2021,"lang":"en","type":"article","venue":"Global Sustainability","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"ClimateWorks Foundation","keywords":"Futures studies; Sustainability; Futures contract; Political science; Public relations; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.007175099,0.0007171687,0.0003828576,0.002074297,0.003210231,0.007397715,0.0007648978,0.002190435,0.01668902],"category_scores_gemma":[0.01464355,0.0002795673,0.0007745679,0.002453997,0.009685636,0.01154047,0.0056303,0.0027846,0.001801644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00319072,"about_ca_system_score_gemma":0.003731586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003930362,"about_ca_topic_score_gemma":0.003148009,"domain_scores_codex":[0.9958032,0.002348189,0.0002239691,0.0003961454,0.0007828594,0.0004456376],"domain_scores_gemma":[0.9896376,0.006265525,0.0008402641,0.001454723,0.001267815,0.0005340527],"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":[0.00004097729,0.00004090092,0.004439916,0.0008832531,0.00005028453,0.0002783829,0.0174543,0.002976609,0.000644896,0.7531403,0.06959942,0.1504506],"study_design_scores_gemma":[0.000006242534,0.0000460464,0.003471604,0.001039345,0.00002358464,0.0001721287,0.01439698,0.00131514,0.0004759916,0.510339,0.4686688,0.00004505091],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05673731,0.04583266,0.08012651,0.2417272,0.004235446,0.0002678723,0.001105392,0.0005394017,0.5694282],"genre_scores_gemma":[0.8972562,0.03326877,0.01920212,0.00690503,0.002086088,0.000269828,0.0006546158,0.0001692798,0.04018808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01668902,"threshold_uncertainty_score":0.0558303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2141788888627646,"score_gpt":0.4705095497061396,"score_spread":0.256330660843375,"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."}}