{"id":"W1881672153","doi":"10.46430/phen0002","title":"Code Reuse and Modularity in Python","year":2012,"lang":"en","type":"article","venue":"The Programming Historian","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Code reuse; Reuse; Programming language; Computer science; Debugging; Python (programming language); Modularity (biology); Software engineering; Code (set theory); 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":[0.0003448473,0.00005564379,0.00005612301,0.00002970412,0.0001200733,0.00005252245,0.0003989288,0.00001904549,7.890359e-7],"category_scores_gemma":[0.00001891375,0.00004574947,0.00001719692,0.0001848119,0.00003379779,0.0001715986,0.0001838648,0.00009291399,0.00001310986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006801217,"about_ca_system_score_gemma":0.00002164691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006084174,"about_ca_topic_score_gemma":0.00003213098,"domain_scores_codex":[0.9995015,0.00002868261,0.00009047101,0.0001215714,0.0001016549,0.0001561348],"domain_scores_gemma":[0.9993808,0.00006147303,0.00003751036,0.0004408512,0.00002090355,0.00005842205],"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":[0.000001467286,0.0001093568,0.001066765,0.000004278125,0.000003376462,4.095043e-7,0.005657915,0.00002576873,0.00008950171,0.8156846,0.0003886082,0.176968],"study_design_scores_gemma":[0.0001622063,0.0000224655,0.01113466,0.000006554079,0.00000470538,0.000007771376,0.00001686595,0.009587931,0.00003300219,0.1564231,0.8224517,0.0001490436],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1005995,0.002517577,0.8665513,0.01655198,0.00148276,0.001052665,0.000003552647,0.0005358296,0.01070487],"genre_scores_gemma":[0.9501027,0.000002730846,0.04916362,0.00007509121,0.0001458088,0.0000343582,0.000001405583,0.000005540755,0.0004687794],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8495032,"threshold_uncertainty_score":0.1865609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0229364890046705,"score_gpt":0.262077045889212,"score_spread":0.2391405568845415,"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."}}