{"id":"W4404131536","doi":"10.1137/1.9781611978162.ch1","title":"Chapter 1: Dynamical Systems: Old and New","year":2024,"lang":"en","type":"book-chapter","venue":"Society for Industrial and Applied Mathematics eBooks","topic":"Earth Systems and Cosmic Evolution","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003168483,0.0003721729,0.0005458182,0.00003935656,0.000182467,0.0001974701,0.0001027858,0.0007179576,0.00008213887],"category_scores_gemma":[0.000004340828,0.0002948312,0.0002550021,0.00001034484,0.0001540307,0.00002601739,0.00003403379,0.0004467299,0.00005306675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009067331,"about_ca_system_score_gemma":0.00006532214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001398683,"about_ca_topic_score_gemma":0.00006639114,"domain_scores_codex":[0.9985502,0.000001976643,0.0004858351,0.0004339346,0.0002577913,0.000270297],"domain_scores_gemma":[0.9992306,0.0001543558,0.0002060075,0.0001745802,0.00002261727,0.0002118278],"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":[0.00001643278,0.00000228778,0.000004091103,0.0006561547,0.0002172174,0.000001372684,0.0004899836,0.000007387478,0.00000897285,0.9741161,0.004514788,0.0199652],"study_design_scores_gemma":[0.001411726,0.000231161,0.000005460075,0.001428749,0.0006963581,0.00009238144,0.0008811509,0.01030706,0.000005666139,0.6520656,0.3318696,0.001004996],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002224053,0.003456704,0.0005692369,0.0001654935,0.001196895,0.002593116,0.0008864076,0.0001840862,0.988724],"genre_scores_gemma":[0.01813855,0.0001774982,0.002478839,0.000114297,0.00264173,0.00001852587,0.0001968703,0.00005838509,0.9761753],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3273548,"threshold_uncertainty_score":0.9999504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05833190693672319,"score_gpt":0.2140215066358225,"score_spread":0.1556895996990993,"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."}}