{"id":"W1556148362","doi":"10.1016/s0034-4877(15)30017-3","title":"Not-quite-Hamiltonian Reduction","year":2015,"lang":"en","type":"article","venue":"Reports on Mathematical Physics","topic":"Homotopy and Cohomology in Algebraic Topology","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Reduction (mathematics); Hamiltonian (control theory); Hamiltonian system; Algebra over a field; Calculus (dental)","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":[0.0008607063,0.0002685822,0.0005185251,0.0000522644,0.00009505309,0.00003104035,0.000159692,0.0002265784,0.0001828635],"category_scores_gemma":[0.001258642,0.000226877,0.0001615037,0.0001861332,0.0002635978,0.000120345,0.00008055298,0.000367252,0.0004898878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001031079,"about_ca_system_score_gemma":0.0001201072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002755759,"about_ca_topic_score_gemma":5.571362e-7,"domain_scores_codex":[0.9978192,0.0001256039,0.0006782883,0.0004380555,0.0005283369,0.0004104601],"domain_scores_gemma":[0.998002,0.0003166458,0.0003304855,0.0009396019,0.0001461275,0.0002651386],"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":[0.00003424234,0.0007438987,0.00003208784,0.00008211021,0.00006268569,0.000375611,0.0009138414,0.00001200626,0.0006301362,0.9890033,0.00470823,0.003401877],"study_design_scores_gemma":[0.0002203313,0.0002085338,0.0000203795,0.00004541401,0.0000610408,0.001269637,0.0001736222,0.0001005146,0.008062407,0.9885226,0.00107161,0.00024392],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8210908,0.00001939339,0.03015601,0.002003564,0.001379427,0.0007425302,0.000004830557,0.0006782284,0.1439252],"genre_scores_gemma":[0.9796932,0.000001789341,0.01560834,0.0002755839,0.0005924721,0.00005520241,0.0000069045,0.00005636303,0.003710162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1586023,"threshold_uncertainty_score":0.9251776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0828476797509929,"score_gpt":0.3434274989631487,"score_spread":0.2605798192121558,"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."}}