{"id":"W4318978826","doi":"10.5206/mt.v3i1.14780","title":"Online Tutoring with Maple Learn","year":2023,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Maple; Computer science; Mathematics education; Product (mathematics); Multimedia; Psychology; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000121579,0.00008577135,0.0000841473,0.0001435994,0.0003353412,0.0001549078,0.0003239695,0.00002871223,0.0002969988],"category_scores_gemma":[0.000006422487,0.00007917148,0.00003904026,0.0009812709,0.00002042759,0.0003806125,0.00001276995,0.0002211572,0.0007441047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003106035,"about_ca_system_score_gemma":0.00007687834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000110059,"about_ca_topic_score_gemma":0.0001346344,"domain_scores_codex":[0.9992025,0.00003271523,0.0001081971,0.0002349757,0.0001790045,0.000242577],"domain_scores_gemma":[0.9995185,0.00004842378,0.00002596291,0.0002733291,0.00004314499,0.00009070217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006697056,0.002318927,0.007602368,0.0002401252,0.0004070334,0.0001724624,0.05512047,0.2774953,0.007989686,0.08640969,0.01917128,0.5430057],"study_design_scores_gemma":[0.001024786,0.0002708948,0.04678332,0.00006506938,0.00003333339,0.00007644165,0.01175875,0.1017768,0.001730965,0.0005060532,0.8352756,0.0006980238],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05924523,0.00001610277,0.9054027,0.01155688,0.001079156,0.0001899013,0.000007610441,0.001661332,0.02084108],"genre_scores_gemma":[0.9462031,0.00002376631,0.01459307,0.0001316519,0.00008031021,0.00002645578,0.00001576657,0.00001624557,0.03890964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8908097,"threshold_uncertainty_score":0.9564209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02783849878464938,"score_gpt":0.2715793635727424,"score_spread":0.243740864788093,"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."}}