{"id":"W4401946725","doi":"10.25080/xgyx8633","title":"unPython: Converting Python Numerical Programs into C","year":2008,"lang":"en","type":"article","venue":"Proceedings of the Python in Science Conferences","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Python (programming language); Computer science; Programming language; Software engineering","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":[0.0009089182,0.0001715323,0.0002387386,0.000203976,0.0005509796,0.0002109438,0.003033003,0.00004415552,0.000004996932],"category_scores_gemma":[0.0002102717,0.0001259232,0.00008873107,0.00357962,0.001153387,0.001042397,0.0008184402,0.0002190087,0.0000123064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006559401,"about_ca_system_score_gemma":0.0006424963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001647458,"about_ca_topic_score_gemma":0.000007442666,"domain_scores_codex":[0.9975398,0.00001404884,0.0005071191,0.0006063827,0.0009348015,0.0003978348],"domain_scores_gemma":[0.9984196,0.0001076512,0.0003848555,0.0002779777,0.0006872303,0.0001226733],"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":[0.000007215558,0.0002226091,0.1224248,0.00004124889,0.000005956604,9.737071e-7,0.008082094,0.0001173769,0.01731463,0.8072296,0.0001478417,0.04440573],"study_design_scores_gemma":[0.0006862317,0.0002519127,0.194921,0.0003182836,0.00001125056,0.0001135699,0.001219837,0.2641503,0.07270857,0.4604743,0.00428778,0.0008569443],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9533507,0.00006642274,0.02793219,0.004508437,0.0004213046,0.0005328166,8.638339e-7,0.0001662895,0.01302097],"genre_scores_gemma":[0.9772773,0.00001201795,0.02242377,0.0001194482,0.00004638488,0.00005883325,3.655571e-7,0.000005848985,0.00005599823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3467552,"threshold_uncertainty_score":0.5636124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03309029554736419,"score_gpt":0.2770277039471624,"score_spread":0.2439374083997982,"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."}}