{"id":"W1971451911","doi":"10.1088/0951-7715/23/1/010","title":"Effective dynamics of multi-vortices in an external potential for the Ginzburg–Landau gradient flow","year":2009,"lang":"en","type":"article","venue":"Nonlinearity","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Vortex; Dissipative system; Dynamics (music); Flow (mathematics); Classical mechanics; Balanced flow; Mathematics; Physics; Mechanics; Mathematical analysis; Quantum mechanics","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":[0.0003063605,0.000581436,0.0005355271,0.0006812701,0.0006982317,0.001019798,0.0005931216,0.0005754623,0.001384075],"category_scores_gemma":[0.001140309,0.0002268451,0.0003973282,0.0002736663,0.001541205,0.00121536,0.001208462,0.0005441059,0.0001942435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005879077,"about_ca_system_score_gemma":0.0003611755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009173676,"about_ca_topic_score_gemma":0.0006849477,"domain_scores_codex":[0.999896,0.00003180183,0.00000413529,0.00001298272,0.00002643907,0.00002846731],"domain_scores_gemma":[0.9997798,0.00003807651,0.0000558784,0.00001635105,0.00003131199,0.0000786049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003977235,0.0002609713,0.005216603,0.0002015969,0.00009615378,0.002102826,0.0006511755,0.4750172,0.09474314,0.4110062,0.001285909,0.009020447],"study_design_scores_gemma":[0.00003469714,0.00004359565,0.001100144,0.00001650913,0.00001113535,0.0001235679,0.00006153849,0.9706206,0.003449011,0.02414012,0.0003701042,0.00002896299],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9366485,0.0003654349,0.05477074,0.000391878,0.00005485641,0.00003342265,0.00004094255,0.00008056952,0.007613822],"genre_scores_gemma":[0.9945299,0.00009951284,0.00360941,0.00003891597,0.0000171406,0.00002209803,0.00003220603,0.00002757072,0.001623124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001384075,"threshold_uncertainty_score":0.004630208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007964901010279607,"score_gpt":0.2452421009065795,"score_spread":0.2372771998962999,"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."}}