{"id":"W2007194272","doi":"10.1145/2700586","title":"Algorithm 948","year":2015,"lang":"en","type":"article","venue":"ACM Transactions on Mathematical Software","topic":"Modeling and Simulation Systems","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Leverhulme Trust; McMaster University","keywords":"MATLAB; Block (permutation group theory); Algebraic equation; Nonlinear system; Computer science; Degrees of freedom (physics and chemistry); Differential algebraic equation; Set (abstract data type); Algorithm; Scheme (mathematics); Translation (biology); Differential equation; Differential (mechanical device); Mathematics; Ordinary differential equation; Mathematical analysis; Geometry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003250983,0.0001263094,0.0001780581,0.00008130614,0.0001168284,0.0001129118,0.0006717237,0.00008219683,0.00006133394],"category_scores_gemma":[0.000163648,0.0001043415,0.00008847109,0.0002543803,0.00002353677,0.0002412121,0.00001345728,0.0001512282,0.001153119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005580358,"about_ca_system_score_gemma":0.00005709758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005566026,"about_ca_topic_score_gemma":6.207396e-7,"domain_scores_codex":[0.9987546,0.00005771196,0.0002705846,0.0002690701,0.000448069,0.0001999889],"domain_scores_gemma":[0.9983921,0.0002804172,0.00003977751,0.0009232113,0.000126965,0.0002375042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003433255,0.0002228651,0.00001005004,0.00002499109,0.00002386204,0.000007956054,0.001479845,0.01474822,0.000002525551,0.002447784,0.00009652261,0.9809319],"study_design_scores_gemma":[0.0004737448,0.0001004254,0.000009816932,0.00005229583,0.00001045698,0.0000406455,0.00009072383,0.2783843,0.0001475933,0.718168,0.002295416,0.0002265504],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004144466,0.00001794644,0.9978679,0.0005992443,0.0002406851,0.000127332,0.000004934804,0.0005800544,0.0001473933],"genre_scores_gemma":[0.04830557,0.000001015107,0.9504092,0.0002086578,0.00003550352,0.00003006177,0.000001251627,0.00001214751,0.0009966041],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9807054,"threshold_uncertainty_score":0.9996246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07005107154270766,"score_gpt":0.292271326274682,"score_spread":0.2222202547319743,"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."}}