{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008025569,0.0005497903,0.001551353,0.0000835477,0.000109732,0.0002001137,0.0003753392,0.0003012137,0.0002391378],"category_scores_gemma":[0.0006864682,0.0003726679,0.0003577663,0.0001423346,0.0007519305,0.0003289578,0.0007859865,0.001456545,0.000007457026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009768887,"about_ca_system_score_gemma":0.0002287464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.492847e-7,"about_ca_topic_score_gemma":1.091759e-7,"domain_scores_codex":[0.9965754,0.0001698889,0.001254517,0.0004534876,0.001161186,0.0003855261],"domain_scores_gemma":[0.9959308,0.001230111,0.001017171,0.000525915,0.0009510454,0.0003449663],"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":[0.0001608859,0.001131975,0.000007639343,0.001525779,0.0004158827,0.0001041961,0.001161308,0.00002877355,0.001561015,0.9931245,0.00001738132,0.0007607025],"study_design_scores_gemma":[0.0006118186,0.0002407747,0.00002445236,0.001826966,0.0005867035,0.0004526744,0.0003081725,0.005542429,0.002317879,0.9876546,0.000004782063,0.0004287543],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3520353,0.00005618907,0.6456265,0.001050433,0.0001873861,0.0003621766,0.00003242571,0.0000365257,0.0006129981],"genre_scores_gemma":[0.8677728,0.00007361231,0.131068,0.0001497283,0.0007262436,0.00001272108,0.00004250393,0.00009917434,0.00005524747],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5157375,"threshold_uncertainty_score":0.9998725,"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."}}