{"id":"W2896914505","doi":"10.1145/3242587.3242606","title":"Maestro","year":2018,"lang":"en","type":"article","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Manitoba; Autodesk (Canada)","funders":"","keywords":"Facilitator; Orchestration; Computer science; Multimedia; Human–computer interaction; Medical education; Psychology; Medicine","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":[0.001494759,0.0009110781,0.0005889289,0.001500532,0.0008274801,0.002763974,0.001913282,0.001223223,0.23373],"category_scores_gemma":[0.004404092,0.0006593569,0.0007126827,0.0008307192,0.0004677802,0.002300139,0.002935832,0.001293442,0.1199453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005418783,"about_ca_system_score_gemma":0.001113782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001202655,"about_ca_topic_score_gemma":0.001799819,"domain_scores_codex":[0.9989267,0.0001639337,0.00006469748,0.0003228544,0.0004175638,0.0001042037],"domain_scores_gemma":[0.9978437,0.0004566354,0.0001377551,0.0006024209,0.0005306562,0.0004287865],"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":[0.0009358875,0.0002300751,0.002995721,0.0007934575,0.00004256444,0.0005720911,0.001231035,0.0014996,0.02150481,0.03627338,0.340182,0.5937395],"study_design_scores_gemma":[0.0000542089,0.00008532129,0.0008611091,0.00008459558,0.00001325567,0.0003070376,0.00007815863,0.001600008,0.002872444,0.002192633,0.9918318,0.00001940985],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01629248,0.003123937,0.2130001,0.002217273,0.001653109,0.0008968961,0.009115041,0.1076649,0.6460363],"genre_scores_gemma":[0.07739261,0.00232974,0.1708575,0.001094073,0.0004124386,0.001329153,0.01801004,0.02260608,0.7059683],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.23373,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01563410767261296,"score_gpt":0.2431885892896785,"score_spread":0.2275544816170656,"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."}}