{"id":"W3158298774","doi":"10.1007/978-3-030-67845-6_4","title":"The Water Wave Problem and Hamiltonian Transformation Theory","year":2021,"lang":"en","type":"book-chapter","venue":"Advances in mathematical fluid mechanics","topic":"Advanced Mathematical Physics Problems","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Estuary; Transformation (genetics); Subject (documents); Population; Constant (computer programming); Oceanography; Geography; Geology; Sociology; Computer science; Demography; Biology","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":[0.0001696849,0.0005281702,0.0004029974,0.000625473,0.0006501098,0.001347901,0.0006050818,0.0009351493,0.01211576],"category_scores_gemma":[0.0004567524,0.0002240446,0.0003192687,0.000937466,0.001809043,0.003291629,0.0007507993,0.002150981,0.002197954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007535105,"about_ca_system_score_gemma":0.0005904979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001144017,"about_ca_topic_score_gemma":0.001139914,"domain_scores_codex":[0.9999053,0.00002480705,0.000002922988,0.00001145131,0.00004383511,0.00001148727],"domain_scores_gemma":[0.999921,0.00003491822,0.000006585865,0.00001121262,0.00001688493,0.000009416145],"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":[0.000001820473,0.000005854632,0.000007218634,0.00002349835,0.000001200971,0.0000115406,0.00003706878,0.0003608201,0.0001561623,0.9798595,0.01167793,0.00785731],"study_design_scores_gemma":[0.000001645529,0.000002691028,0.00003184475,0.00001148228,8.692559e-7,0.00002282025,0.00003785613,0.001006015,0.00008648743,0.9510553,0.04774031,0.000002663495],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007268385,0.02014338,0.08335284,0.008019726,0.002764736,0.00002939523,0.0001890461,0.0001614745,0.8780711],"genre_scores_gemma":[0.1884956,0.02706345,0.03368394,0.00226328,0.003823048,0.0001267645,0.0004575833,0.0003175371,0.7437688],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01211576,"threshold_uncertainty_score":0.04053134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0226127656417216,"score_gpt":0.2722513571389994,"score_spread":0.2496385914972778,"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."}}