{"id":"W2165818721","doi":"10.1145/1041791.1041795","title":"MKM","year":2004,"lang":"en","type":"article","venue":"ACM SIGSAM Bulletin","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Field (mathematics); Intersection (aeronautics); Software; Mathematical software; Mathematical knowledge management; Data science; Knowledge management; Mathematics; Knowledge engineering; Engineering; Knowledge integration; Programming language; Pure mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003194347,0.0006401178,0.0005314446,0.002706738,0.002061502,0.007144348,0.002511851,0.002067364,0.3110802],"category_scores_gemma":[0.01860218,0.0004609281,0.0006950492,0.002820713,0.0009885295,0.006145637,0.005972628,0.001818811,0.2477133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002798379,"about_ca_system_score_gemma":0.004236547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003123773,"about_ca_topic_score_gemma":0.003083138,"domain_scores_codex":[0.9957195,0.0007642432,0.0003874984,0.0006559925,0.002082117,0.0003906344],"domain_scores_gemma":[0.9902445,0.001069382,0.0003911218,0.002719004,0.00448304,0.001092901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001628397,0.00008485532,0.001062263,0.0004786989,0.00001755818,0.0001553249,0.0008021657,0.0003621994,0.001195475,0.09330591,0.6126023,0.2897705],"study_design_scores_gemma":[0.00000533509,0.000009206938,0.00024419,0.00005581364,0.000003616977,0.00007362688,0.0000999549,0.000155611,0.0002955531,0.005777225,0.9932737,0.000006144558],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003486262,0.001757234,0.04156804,0.01023573,0.003088008,0.0004959424,0.01195621,0.01148864,0.915924],"genre_scores_gemma":[0.04964505,0.003017013,0.04814226,0.005046824,0.001263976,0.0007167411,0.02908866,0.00480667,0.8582729],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6889198,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01673733982336151,"score_gpt":0.256404766735316,"score_spread":0.2396674269119545,"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."}}