{"id":"W4244306036","doi":"10.4018/978-1-59904-933-5.ch241","title":"Mathematical Knowledge Management","year":2008,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Mathematical knowledge management; Management science; Knowledge management; Knowledge-based systems; Engineering; Procedural knowledge","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":[0.000887599,0.0005811218,0.0004535068,0.001981007,0.001646186,0.006592941,0.001642333,0.001124085,0.03722873],"category_scores_gemma":[0.002208424,0.0003993754,0.0005849495,0.002991827,0.002667862,0.007554463,0.00219625,0.002007239,0.01943038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002922302,"about_ca_system_score_gemma":0.002332792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001406435,"about_ca_topic_score_gemma":0.001631671,"domain_scores_codex":[0.9993806,0.0001231502,0.00004374259,0.0001186054,0.000286731,0.0000471524],"domain_scores_gemma":[0.9992892,0.0002588164,0.00005285011,0.0001769203,0.0001654142,0.00005673386],"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":[0.000002942902,0.00001118651,0.00003814762,0.0001505281,0.00000518474,0.00003057895,0.0003895717,0.0004092724,0.0001915531,0.8188413,0.08382823,0.09610154],"study_design_scores_gemma":[0.00000182662,0.000003472513,0.00007367028,0.0001186491,0.000002956437,0.00007950258,0.00009052391,0.0005953176,0.0001741244,0.2667759,0.7320784,0.000005784969],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001197283,0.02333426,0.07738904,0.008459043,0.001218378,0.000105737,0.0003624435,0.0006986481,0.8872352],"genre_scores_gemma":[0.05708761,0.03735829,0.07965814,0.002799337,0.002725425,0.000278194,0.001510563,0.000481574,0.8181008],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03722873,"threshold_uncertainty_score":0.1245425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0468883390328623,"score_gpt":0.2854963680075507,"score_spread":0.2386080289746884,"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."}}