{"id":"W2342460156","doi":"10.1017/cbo9780511535116.003","title":"Modular stuff","year":2006,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Algebraic and Geometric Analysis","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Modular design; Computer science; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002352296,0.0006894118,0.0003692658,0.000824095,0.001387684,0.001908726,0.0004456152,0.0005669673,0.04808805],"category_scores_gemma":[0.0006090582,0.0002283529,0.0003208551,0.000609706,0.001684015,0.002805307,0.001404121,0.001610747,0.0168525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000888454,"about_ca_system_score_gemma":0.0005317691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004642699,"about_ca_topic_score_gemma":0.0009870388,"domain_scores_codex":[0.9998301,0.00002571427,0.000005231614,0.0000297493,0.00008051209,0.00002866419],"domain_scores_gemma":[0.9998804,0.00003153364,0.000006411582,0.00002338795,0.00003893372,0.00001924736],"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":[0.0000067037,0.000006493242,0.00003760042,0.00005299759,0.000002090262,0.00004177042,0.0003068948,0.0001170049,0.0004202873,0.8876444,0.06465974,0.04670405],"study_design_scores_gemma":[0.00000226316,0.000009446433,0.0001278391,0.00007181976,0.000002403545,0.0002123556,0.0000685796,0.0001823453,0.0003734206,0.1815784,0.8173668,0.000004297141],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002997359,0.005921926,0.01235412,0.002062511,0.001420951,0.00001819958,0.0001367719,0.0002593914,0.9748287],"genre_scores_gemma":[0.05250396,0.00779501,0.006685467,0.001221607,0.001218116,0.00003845348,0.0002244434,0.0003165411,0.9299964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04808805,"threshold_uncertainty_score":0.1608706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03205196786475623,"score_gpt":0.2161432676375068,"score_spread":0.1840912997727506,"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."}}