{"id":"W4283217967","doi":"10.1109/tste.2022.3179086","title":"IEEE Industry Applications Society","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Sustainable Energy","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Computer science; Business; Engineering","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":[0.0001453202,0.0001198196,0.00009102166,0.0001332106,0.0009028704,0.00008042657,0.0005523785,0.00007050322,0.0001153655],"category_scores_gemma":[8.43484e-7,0.0001430309,0.0001123237,0.0009292783,0.00002032064,0.0002266685,0.000008186472,0.0004653136,0.000006502019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000373848,"about_ca_system_score_gemma":0.0002773838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001416376,"about_ca_topic_score_gemma":0.000002186035,"domain_scores_codex":[0.9988899,0.00002399258,0.0001497181,0.0002984852,0.0002896994,0.0003481912],"domain_scores_gemma":[0.9992568,0.00006794144,0.0000360694,0.0004405855,0.00009192212,0.0001067033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001159077,0.0001505164,7.03021e-7,0.000009101932,0.00002102164,0.00000369124,0.000161186,0.8473621,0.0001255027,0.1458456,0.002109662,0.004209726],"study_design_scores_gemma":[0.0003967962,0.0001406326,0.00002268622,0.000004790834,0.00002222311,0.00005167256,0.003688649,0.2399841,0.007338337,0.008941575,0.7388434,0.0005651127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003972776,0.00004850513,0.9955006,0.001315973,0.0004957033,0.00008549584,0.000004663912,0.0001801687,0.001971664],"genre_scores_gemma":[0.9672672,0.00002111166,0.006806345,0.0007408016,0.00008486325,0.0009098484,0.000002666747,0.00001959467,0.02414756],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9886942,"threshold_uncertainty_score":0.6944241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00890662127832284,"score_gpt":0.218807547898724,"score_spread":0.2099009266204012,"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."}}