{"id":"W2587600302","doi":"10.1145/3175502.3175509","title":"Blue sky ideas in artificial intelligence education from the EAAI 2017 new and future AI educator program","year":2018,"lang":"en","type":"article","venue":"AI Matters","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Curriculum; Pedagogy; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001886223,0.0001156185,0.0001131519,0.0000415855,0.0001020301,0.0003150098,0.0005622136,0.00004468198,0.00003528279],"category_scores_gemma":[0.00002031588,0.00008134097,0.00002885146,0.0003146701,0.0001153318,0.000285389,0.0001285004,0.00017426,0.0001017785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002202186,"about_ca_system_score_gemma":0.00019317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001073003,"about_ca_topic_score_gemma":0.00006533401,"domain_scores_codex":[0.9990331,0.00009624429,0.0001805384,0.0003403508,0.0001337992,0.0002160012],"domain_scores_gemma":[0.9992875,0.00009249191,0.00006029277,0.0004042191,0.00003990992,0.0001156055],"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":[0.00000299544,0.00006758505,0.0002016588,0.000002064204,0.000003950935,8.254055e-7,0.001424954,4.467549e-7,0.00009609572,0.006379505,0.0312849,0.960535],"study_design_scores_gemma":[0.0001275273,0.000330468,0.02414403,0.0001239086,0.00001978212,0.00002330519,0.001639347,0.01185447,0.004284965,0.3913805,0.5654495,0.000622145],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.02021343,0.000353876,0.4610575,0.5141059,0.003773645,0.0003738987,0.000002174296,0.00008002883,0.00003948625],"genre_scores_gemma":[0.0417843,0.000067953,0.7548627,0.1959869,0.006992144,0.00009096653,0.000005636736,0.00002488769,0.0001845308],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9599129,"threshold_uncertainty_score":0.3316989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168010944389468,"score_gpt":0.3422874222797634,"score_spread":0.3206073128358687,"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."}}