{"id":"W2323995938","doi":"10.1103/physreve.85.051916","title":"Reconstruction of phase maps from the configuration of phase singularities in two-dimensional manifolds","year":2012,"lang":"en","type":"article","venue":"Physical Review E","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital du Sacré-Cœur de Montréal; Montreal Heart Institute","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Gravitational singularity; Singularity; Spiral (railway); Phase (matter); Topology (electrical circuits); Constraint (computer-aided design); Constructive; Manifold (fluid mechanics); Rotation (mathematics); Mathematics; Geometry; Computer science; Mathematical analysis; Physics; Process (computing); Combinatorics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002466018,0.00006058245,0.0001727725,0.00001792797,0.00001984104,0.000009495429,0.0001442163,0.000009408433,0.00001369123],"category_scores_gemma":[0.0000249157,0.00004257659,0.00005985372,0.000126185,0.00003935833,0.0003690193,0.00003252786,0.00006274592,0.000008905445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000118605,"about_ca_system_score_gemma":0.00001721173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006607185,"about_ca_topic_score_gemma":0.000005228313,"domain_scores_codex":[0.9993396,0.00008479665,0.0002618577,0.00007608387,0.000155401,0.00008222673],"domain_scores_gemma":[0.9994562,0.000102871,0.0001755795,0.0001886243,0.00005370185,0.00002306408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002382298,0.001557028,0.0009566635,0.0005041148,0.00003296846,7.357841e-7,0.001389249,0.00004811101,0.04950392,0.1597121,0.0001476723,0.7861236],"study_design_scores_gemma":[0.007207949,0.0005370612,0.005554291,0.007151069,0.0001948337,0.00003929783,0.00008107878,0.7874687,0.09870677,0.08932527,0.003060552,0.000673157],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974479,0.002589365,0.02197732,0.0003347051,0.0001773182,0.0001895514,0.00004381445,0.000008292747,0.0002006906],"genre_scores_gemma":[0.9979216,0.0001701506,0.001576678,0.0001714364,0.0000968615,0.00000469718,0.00005412238,0.000002393504,0.000002007544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7874206,"threshold_uncertainty_score":0.1736223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02715418252092087,"score_gpt":0.3275480753667335,"score_spread":0.3003938928458126,"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."}}