{"id":"W4211226944","doi":"10.1017/9781108772310.009","title":"Differential Equations","year":2020,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Mathematics; Applied mathematics","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":[0.00001359093,0.0002895727,0.000359922,0.00005074479,0.0001544713,0.00004888641,0.0003009358,0.0001407677,0.00008710283],"category_scores_gemma":[0.000001175601,0.000320876,0.0003031195,0.000004805713,0.00009207103,0.00004045513,0.0002336597,0.0003570323,0.00008353185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005165236,"about_ca_system_score_gemma":0.00005588849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002471583,"about_ca_topic_score_gemma":5.439538e-7,"domain_scores_codex":[0.9990543,0.00002025329,0.0001698153,0.0003797977,0.0001876547,0.0001882426],"domain_scores_gemma":[0.9992198,0.00005024411,0.0001714683,0.0002899624,0.00006163743,0.0002068703],"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":[0.00001726304,0.000008362726,0.000003678053,0.00002313385,0.0001589388,0.00001871434,0.00001415831,0.000002216948,0.00004225637,0.9878552,0.01124287,0.000613214],"study_design_scores_gemma":[0.0005212635,0.0000353918,0.000008344367,0.00008394539,0.000245683,4.752121e-7,0.00002619828,0.002839311,0.00005414218,0.0001828903,0.9955183,0.0004840008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006874608,0.00001342207,0.03300941,0.00001878933,0.0002425511,0.0002642293,0.0007991636,0.00007917536,0.9655045],"genre_scores_gemma":[0.1245413,0.000001273693,0.00001241873,0.00001330963,0.0005255303,6.955691e-7,0.0002623484,0.00003425324,0.8746088],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9876723,"threshold_uncertainty_score":0.9999243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0202398504209645,"score_gpt":0.1919384860374519,"score_spread":0.1716986356164874,"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."}}