{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001221177,0.0007280306,0.0005042242,0.0006698779,0.0005502549,0.002126392,0.001036011,0.001288713,0.04841113],"category_scores_gemma":[0.009837229,0.0002863434,0.0004990748,0.0003813048,0.00026162,0.002802838,0.003308802,0.001425794,0.02229489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003788953,"about_ca_system_score_gemma":0.0005506187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003362007,"about_ca_topic_score_gemma":0.0006493973,"domain_scores_codex":[0.9984853,0.0005734777,0.0000608813,0.0002714314,0.0004626658,0.000146304],"domain_scores_gemma":[0.9957107,0.001870911,0.0002156874,0.0007808437,0.0006713286,0.0007504704],"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":[0.001234255,0.001987146,0.004471744,0.0006484968,0.00007022593,0.0006398988,0.003748744,0.00404009,0.01674126,0.0060422,0.1964321,0.7639438],"study_design_scores_gemma":[0.0005935383,0.003032033,0.008479271,0.0002366179,0.000137324,0.001718228,0.001323778,0.0428174,0.03684833,0.01412667,0.8904545,0.0002322048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1859443,0.001415169,0.4140447,0.003486288,0.0008994415,0.001399372,0.002209884,0.1620074,0.2285935],"genre_scores_gemma":[0.5274523,0.0005906291,0.2461558,0.001695806,0.000581865,0.001519158,0.003832982,0.005274734,0.2128967],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04841113,"threshold_uncertainty_score":0.1619514,"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."}}