{"id":"W4376456116","doi":"10.2139/ssrn.4443731","title":"Using Information to Improve Global Cooperation: A Climate Change Experiment","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Climate change; Business; Environmental resource management; Environmental science; Geology; Oceanography","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":[0.004501607,0.0008030235,0.0005928913,0.0005540435,0.001355763,0.001386334,0.0008640666,0.002219771,0.006437669],"category_scores_gemma":[0.01197852,0.0002378488,0.0006014712,0.0008687923,0.002330915,0.001873483,0.001751314,0.001810941,0.0005245491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006819856,"about_ca_system_score_gemma":0.001024205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002859214,"about_ca_topic_score_gemma":0.002427706,"domain_scores_codex":[0.9982457,0.00102289,0.00006668177,0.0002580424,0.0002223769,0.0001843733],"domain_scores_gemma":[0.9821514,0.01280525,0.001306962,0.002202081,0.000414256,0.001120016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1548155,0.2047766,0.07477751,0.003041936,0.003406241,0.001925838,0.0158427,0.1513962,0.1044895,0.0611572,0.01778456,0.2065863],"study_design_scores_gemma":[0.08878504,0.2361255,0.1818629,0.0003733423,0.003838879,0.0006782977,0.01383075,0.158031,0.09299929,0.1821446,0.0405975,0.0007329595],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936898,0.00004894329,0.001028784,0.0005301791,0.00008550762,0.0001553182,0.0001265425,0.00002792952,0.004306993],"genre_scores_gemma":[0.9956515,0.00009490275,0.001825044,0.0002584903,0.00005585886,0.0003198792,0.0001654344,0.000022343,0.001606505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006437669,"threshold_uncertainty_score":0.02380711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2280047860306435,"score_gpt":0.4466631989554759,"score_spread":0.2186584129248324,"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."}}