{"id":"W4393101115","doi":"10.1007/978-3-031-53074-6_2","title":"Integrability and Other Analytical Properties of Nonlinear PDE Systems","year":2024,"lang":"en","type":"book-chapter","venue":"CMS/CAIMS books in mathematics","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Nonlinear system; Applied mathematics; Mathematics; Physics","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":[0.0003094522,0.0003845645,0.0008301188,0.0001344233,0.00003075431,0.00008234251,0.0001970096,0.0001998888,0.0001860223],"category_scores_gemma":[0.00001233997,0.0002879988,0.0002114606,0.0000286947,0.0003444749,0.00003388101,0.0001615241,0.000550491,0.0000650806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004141968,"about_ca_system_score_gemma":0.0001016115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007774879,"about_ca_topic_score_gemma":0.00000832152,"domain_scores_codex":[0.9983554,0.00001481064,0.0008066048,0.0003539943,0.0002392306,0.0002299988],"domain_scores_gemma":[0.9990253,0.0000901582,0.0002035262,0.0005182445,0.00007660643,0.00008620299],"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":[0.000007284903,0.0001050794,0.0001451307,0.001680302,0.0002376578,0.000004538374,0.0009640948,0.000006523471,0.00004370152,0.9962861,0.0001800827,0.000339498],"study_design_scores_gemma":[0.0006249794,0.0001607035,0.000004906442,0.00956859,0.0007116674,0.00001613838,0.001910841,0.1222845,0.0005059475,0.7289977,0.1338842,0.001329869],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01368244,0.00135552,0.000241259,0.00004218203,0.0002640077,0.0007370952,0.000450403,0.0000432376,0.9831839],"genre_scores_gemma":[0.09179058,0.00002344719,0.002763974,0.0000209735,0.0007999197,0.00003160926,0.00002776296,0.0002130998,0.9043286],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2672884,"threshold_uncertainty_score":0.9999572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03867364289574479,"score_gpt":0.2683048369515405,"score_spread":0.2296311940557957,"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."}}