{"id":"W2150732834","doi":"10.1098/rspa.2006.1670","title":"Transverse instabilities of deep-water solitary waves","year":2006,"lang":"en","type":"article","venue":"Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Instability; Physics; Context (archaeology); Monochromatic color; Wavelength; Transverse plane; Nonlinear system; Soliton; Deep water; Nonlinear Schrödinger equation; Classical mechanics; Quantum electrodynamics; Mechanics; Optics; Quantum mechanics; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001204868,0.0001000683,0.0001944282,0.00000837088,0.00009298765,0.00002234573,0.0001568158,0.00001902061,0.00001722215],"category_scores_gemma":[0.000004954523,0.0000532892,0.0002041331,0.00008878222,0.0004550096,0.00009076254,0.00006870331,0.00008031008,6.778294e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004003265,"about_ca_system_score_gemma":0.00000569768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003559398,"about_ca_topic_score_gemma":5.951415e-8,"domain_scores_codex":[0.9993473,0.000001528746,0.0001632935,0.0001193908,0.0001785317,0.0001899518],"domain_scores_gemma":[0.9998103,0.00005376617,0.00003412295,0.00003766046,0.0000325545,0.00003155063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000507895,0.0005162554,0.002630747,0.0009592585,0.00007371279,2.838604e-8,0.007009137,0.005748613,0.04630034,0.9363611,0.00009230569,0.0003034575],"study_design_scores_gemma":[0.0002530007,0.00008592585,0.002137749,0.0001354028,0.00006810635,4.884512e-7,0.003590432,0.5434042,0.09499086,0.3550088,0.00007829224,0.0002468006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948329,0.00001494532,0.000467136,0.0001237086,0.00001782951,0.00006687151,0.000006818233,0.00001182614,0.004458011],"genre_scores_gemma":[0.9968795,2.78125e-7,0.002892987,0.000003319566,0.0001172595,0.000003841292,3.510787e-7,0.000005127863,0.0000973505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5813523,"threshold_uncertainty_score":0.2173071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004873366998420433,"score_gpt":0.1936635204686574,"score_spread":0.188790153470237,"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."}}