{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009235412,0.00003344829,0.00003333994,0.00002258078,0.00006599497,0.00006516783,0.000258001,0.00001185689,0.00007035939],"category_scores_gemma":[0.000008765372,0.00002585209,0.00001597279,0.00007646304,0.00001200752,0.0001314093,0.00006517591,0.00003021339,0.001433878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007824724,"about_ca_system_score_gemma":0.000009164974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002554583,"about_ca_topic_score_gemma":0.000001451588,"domain_scores_codex":[0.9996358,0.00001165426,0.000055153,0.0001132421,0.00007525345,0.0001089628],"domain_scores_gemma":[0.9997312,0.00000982,0.00001451867,0.0001716528,0.00004736607,0.00002547208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[1.775171e-7,0.000002613096,0.0004370211,4.803028e-7,0.000001440771,0.000001551027,0.0001222674,0.000001245957,0.0004723772,0.9889416,0.0009346443,0.009084557],"study_design_scores_gemma":[0.0000403107,0.00009982901,0.001681166,0.000008996778,3.596883e-7,0.00001147734,0.0000244787,0.00589632,0.01333908,0.001383863,0.9774246,0.00008955783],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004106551,0.000005862428,0.8630619,0.0001820476,0.0004478377,0.00001763568,1.802328e-8,0.0001457898,0.1320323],"genre_scores_gemma":[0.8794268,2.480382e-7,0.03828804,0.0002115283,0.0003187749,0.000001081578,3.844644e-8,0.00000217262,0.0817513],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9875578,"threshold_uncertainty_score":0.9993436,"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."}}