{"id":"W1503528175","doi":"10.1145/2964377","title":"Algorithm 965","year":2016,"lang":"en","type":"article","venue":"ACM Transactions on Mathematical Software","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Air Force Office of Scientific Research; Michigan Technological University","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007495857,0.001141836,0.0009358285,0.001159239,0.001158703,0.002814149,0.002071446,0.001440612,0.08252],"category_scores_gemma":[0.004090649,0.000380186,0.0008614734,0.001161943,0.0006901977,0.001703107,0.00224888,0.001456804,0.03828813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009957479,"about_ca_system_score_gemma":0.002543054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00248741,"about_ca_topic_score_gemma":0.003603089,"domain_scores_codex":[0.9990762,0.000137103,0.00006916795,0.0003327923,0.0002436029,0.0001411419],"domain_scores_gemma":[0.9991719,0.0001927569,0.00003728575,0.000229707,0.0003252753,0.00004312969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003880883,0.0001686646,0.001710123,0.0005207423,0.000117122,0.000240729,0.0001861794,0.06739123,0.003875685,0.1634212,0.09274263,0.6692376],"study_design_scores_gemma":[0.0003413034,0.0001454861,0.0006616952,0.0002215971,0.00007034884,0.0006137378,0.0002300538,0.4938052,0.008801589,0.2981569,0.1968866,0.0000654676],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007242525,0.0005233595,0.934652,0.0007578268,0.0004635339,0.0005422699,0.002118192,0.004268453,0.0494318],"genre_scores_gemma":[0.1051359,0.0005654586,0.8009886,0.0007785207,0.0002060113,0.001093159,0.007615223,0.002419473,0.08119778],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08252,"threshold_uncertainty_score":0.2760569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07490965693553323,"score_gpt":0.3521181140104761,"score_spread":0.2772084570749429,"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."}}