{"id":"W6929774190","doi":"10.48660/09050039","title":"Hamiltonian structure of isomonodromic deformations of rational connections on the Riemann sphere","year":2009,"lang":"en","type":"other","venue":"PIRSA","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Riemann sphere; Riemann surface; Hamiltonian system; Hamiltonian (control theory); Action (physics)","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":[],"consensus_categories":[],"category_scores_codex":[0.00003285791,0.0001248829,0.0001638981,0.0000677325,0.00009140946,0.00002511757,0.0005646503,0.00009496214,0.0005023203],"category_scores_gemma":[0.000007882286,0.00008528876,0.0000787375,0.0002738805,0.00006019745,0.0000521509,0.00004513328,0.0001514811,0.00002911995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001412582,"about_ca_system_score_gemma":0.00005955787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005241251,"about_ca_topic_score_gemma":0.0002784733,"domain_scores_codex":[0.9993228,0.00002827787,0.0002146651,0.0001655418,0.0001662533,0.0001024114],"domain_scores_gemma":[0.9989988,0.00007671408,0.0002887532,0.0005659084,0.00004234351,0.00002750299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001102029,0.00005293678,0.00001125053,0.00001462882,0.00003285732,2.1209e-7,0.0001097713,0.001019837,0.0004281269,0.6445603,0.3507528,0.003016242],"study_design_scores_gemma":[0.0004197641,0.0001979662,0.002109424,0.0003580907,0.00006024078,0.00002139271,0.00005566286,0.01431811,0.002412274,0.06801765,0.9115101,0.0005193049],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0031014,0.0006427664,0.1661992,0.01217952,0.000783982,0.001759067,0.0007629208,0.000368809,0.8142023],"genre_scores_gemma":[0.8992634,0.0001371007,0.01877265,0.001188628,0.0005648101,0.00004905179,0.0001238229,0.000120891,0.07977968],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.896162,"threshold_uncertainty_score":0.5500055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01051900171338445,"score_gpt":0.2250319318606079,"score_spread":0.2145129301472234,"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."}}