{"id":"W2485920779","doi":"10.1017/cbo9780511997754.002","title":"Formalism of the nonlinear Schrödinger equations","year":2011,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Nonlinear system; Formalism (music); Computer science; Focus (optics); Graduate students; Calculus (dental); Applied mathematics; Algebra over a field; Mathematics; Sociology; Physics; Pure mathematics; Optics","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":[0.0005011618,0.0005908014,0.0005332553,0.0006558979,0.0004982043,0.001394815,0.0007784272,0.0008379986,0.007521565],"category_scores_gemma":[0.0006181499,0.0002473675,0.0005323988,0.0005996953,0.001716777,0.002171684,0.0008210858,0.001872714,0.002151691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009171277,"about_ca_system_score_gemma":0.001042513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00138353,"about_ca_topic_score_gemma":0.001358233,"domain_scores_codex":[0.9997811,0.00006981133,0.0000125538,0.0000284715,0.0000935088,0.00001457666],"domain_scores_gemma":[0.999866,0.00004869635,0.000009562133,0.00002427971,0.00004067638,0.00001085813],"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":[9.657363e-7,0.000002165119,0.000008312454,0.00002403333,0.000001256925,0.000016072,0.00005902201,0.0006826764,0.0002035858,0.993939,0.002312751,0.00275015],"study_design_scores_gemma":[0.000003175669,0.000005287719,0.00005875994,0.00004291386,0.000001978103,0.00008294686,0.00002838068,0.006414358,0.0001562729,0.928164,0.06503497,0.000006865315],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01024711,0.01862974,0.3652432,0.006397178,0.00186573,0.0001054216,0.0008265504,0.0002936715,0.5963913],"genre_scores_gemma":[0.2918774,0.03774734,0.2364027,0.002616357,0.002102045,0.0006249392,0.001270705,0.0003447054,0.4270139],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007521565,"threshold_uncertainty_score":0.02516216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044327243794474,"score_gpt":0.2751782577301878,"score_spread":0.1707455333507404,"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."}}