{"id":"W7132946638","doi":"","title":"The MSE Knowledge Engine","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Curriculum; Ontology; Interface (matter); User interface; Software; Encoding (memory); Component (thermodynamics); Database design","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001842469,0.000325759,0.0002921889,0.00006917199,0.00528301,0.000187526,0.0006701432,0.0002475596,0.0005410604],"category_scores_gemma":[0.001404366,0.0002411773,0.0002320559,0.001201887,0.0004736511,0.00007040086,0.00006996049,0.0004504522,0.004929756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001193195,"about_ca_system_score_gemma":0.0006563519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006918194,"about_ca_topic_score_gemma":0.005728504,"domain_scores_codex":[0.9977015,0.0004948475,0.0003217228,0.0004105228,0.0004738173,0.0005976188],"domain_scores_gemma":[0.9962333,0.00261255,0.0002617913,0.0002980485,0.000448706,0.0001455935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003418491,0.0001373366,0.00008331709,0.0000831819,0.0002146481,0.000001600502,0.7535579,0.000006832953,0.00001830213,0.1847405,0.04728515,0.01383708],"study_design_scores_gemma":[0.00006803491,0.0000256157,0.001985208,0.0001238197,0.00008094798,1.892186e-7,0.6388969,0.00001088852,0.0000387226,0.008615883,0.3498972,0.0002566173],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.343028,0.02722576,0.000005040393,0.01069179,0.02756611,0.0009128639,0.00000725831,0.0002848718,0.5902783],"genre_scores_gemma":[0.2341087,0.01195673,0.00000805429,0.00002708987,0.002020358,0.0001885715,0.00006302593,0.00003786228,0.7515897],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.302612,"threshold_uncertainty_score":0.996012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03896405550278563,"score_gpt":0.4547931504386468,"score_spread":0.4158290949358612,"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."}}