{"id":"W4385688218","doi":"10.1017/9781316459768.005","title":"Taming Chaos","year":2023,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Earth Systems and Cosmic Evolution","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Predictability; Butterfly effect; Climate science; Climate model; Climate change; CHAOS (operating system); Computer science; Epistemology; Artificial intelligence; Mathematics; Ecology; Philosophy","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":[0.0007042449,0.0005200476,0.0003779923,0.0006430614,0.001664421,0.003166877,0.0006720482,0.001095589,0.01542274],"category_scores_gemma":[0.003127098,0.000239158,0.0004439627,0.0004627836,0.007255582,0.006263667,0.002972577,0.002820345,0.003767994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001704211,"about_ca_system_score_gemma":0.001173496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001232563,"about_ca_topic_score_gemma":0.001552664,"domain_scores_codex":[0.9995787,0.0001828403,0.00001069228,0.00007305655,0.00009594095,0.00005882145],"domain_scores_gemma":[0.9987178,0.000809185,0.0000525064,0.0002139893,0.0000945693,0.0001119791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007972772,0.000005362957,0.00008092655,0.00005261905,0.000003841325,0.00003420204,0.0004923826,0.0006995699,0.0001571327,0.9679354,0.01740543,0.01312529],"study_design_scores_gemma":[0.000006672146,0.00001580135,0.00009536518,0.00007118755,0.0000042272,0.0000656239,0.0001915268,0.001626903,0.0002455066,0.8128232,0.184845,0.000009146029],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01551102,0.03135984,0.1008524,0.04985594,0.004060702,0.000048667,0.0002460128,0.001029767,0.7970356],"genre_scores_gemma":[0.5960377,0.04091423,0.04510362,0.01572404,0.003704402,0.0003516034,0.0004094724,0.001035301,0.2967196],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01542274,"threshold_uncertainty_score":0.0515942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02754880173347827,"score_gpt":0.1720529263389381,"score_spread":0.1445041246054599,"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."}}