{"id":"W3169975742","doi":"10.1088/1751-8121/ac284f","title":"Solitary waves with intensity-dependent dispersion: variational characterization","year":2021,"lang":"en","type":"preprint","venue":"Journal of Physics A Mathematical and Theoretical","topic":"Advanced Mathematical Physics Problems","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Dispersion (optics); Limiting; Intensity (physics); Physics; Energy (signal processing); Stability (learning theory); Soliton; Mathematics; Mathematical analysis; Classical mechanics; Mechanics; Nonlinear system; Quantum mechanics; Computer science","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":[0.0003923018,0.0003462056,0.0003064364,0.0008565701,0.0005099266,0.0008211796,0.0006459035,0.0006440851,0.001262775],"category_scores_gemma":[0.0009168648,0.0002043005,0.000328126,0.0002178516,0.001336429,0.0005782273,0.0008564212,0.0004965577,0.00008893976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007283505,"about_ca_system_score_gemma":0.0003211459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001066177,"about_ca_topic_score_gemma":0.000603506,"domain_scores_codex":[0.9998773,0.0000242645,0.000005637888,0.00001959126,0.00004584176,0.00002729263],"domain_scores_gemma":[0.9996859,0.00008224091,0.00005953488,0.00002792282,0.00007437845,0.00007003186],"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":[0.00005966783,0.00008377928,0.002878711,0.00007562176,0.00005137228,0.0005082105,0.0003516836,0.110305,0.06162991,0.8170832,0.0007621617,0.006210619],"study_design_scores_gemma":[0.000009328778,0.00003049939,0.0008097551,0.000009380861,0.000005135427,0.0001568395,0.0000661424,0.8756398,0.00218837,0.1204564,0.0006129418,0.00001545795],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7706903,0.0003801879,0.2092905,0.0006183051,0.00004098499,0.00005816176,0.00008261544,0.00006661312,0.01877233],"genre_scores_gemma":[0.9910758,0.0000779526,0.006729863,0.00002500136,0.00001914648,0.00002358845,0.00002797345,0.00001306274,0.002007647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001262775,"threshold_uncertainty_score":0.005284607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01934839615590255,"score_gpt":0.2674054310867791,"score_spread":0.2480570349308765,"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."}}