{"id":"W2079340307","doi":"10.1134/s1063776112010128","title":"New solutions in the theory of self-focusing with saturating nonlinearity","year":2012,"lang":"en","type":"article","venue":"Journal of Experimental and Theoretical Physics","topic":"Nonlinear Photonic Systems","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Nonlinear system; Cauchy distribution; Gaussian; Saturation (graph theory); Physics; Basis (linear algebra); Initial value problem; Diffraction; Mathematical analysis; Mathematics; Optics; Quantum mechanics; Geometry","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":[0.0005943861,0.0005889966,0.0004141838,0.001061806,0.0005656519,0.001101349,0.0008542039,0.001449376,0.00194603],"category_scores_gemma":[0.00161744,0.0002882638,0.0007181136,0.0005042566,0.001160252,0.001540139,0.001155457,0.001193766,0.0003224119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005621422,"about_ca_system_score_gemma":0.0005566613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003363376,"about_ca_topic_score_gemma":0.0003388604,"domain_scores_codex":[0.9997805,0.00007110982,0.00001283019,0.00002075003,0.0000876095,0.00002722934],"domain_scores_gemma":[0.9996649,0.0001036745,0.00005820203,0.00003032641,0.000104003,0.0000388939],"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":[0.00001534195,0.00002079457,0.0002150459,0.00008979034,0.00001129186,0.0001556392,0.0001694683,0.01464768,0.003401965,0.9749655,0.001118879,0.005188635],"study_design_scores_gemma":[0.00002429333,0.00006002476,0.000234628,0.00005187012,0.000009742836,0.0003554134,0.0001236359,0.3198088,0.001296296,0.6726567,0.005352557,0.00002601233],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1577675,0.004413641,0.7731082,0.001587269,0.0006205792,0.0001621715,0.000198263,0.0003182859,0.06182413],"genre_scores_gemma":[0.7260584,0.003630529,0.2231852,0.0007970081,0.0007219586,0.0004172901,0.0002988091,0.000158549,0.04473232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00194603,"threshold_uncertainty_score":0.006510139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01391665105698955,"score_gpt":0.2625376042514902,"score_spread":0.2486209531945006,"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."}}