{"id":"W4214537506","doi":"10.1109/tfuzz.2022.3146739","title":"IEEE Technology and Engineering Management Society","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Fuzzy Systems","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional; University of Warwick; Southern University of Science and Technology; Universidad de Granada; Florida Atlantic University; Inyuvesi Yakwazulu-Natali; Swinburne University of Technology; Universidad del Atlántico; Università degli Studi di Milano-Bicocca; University of Essex; Università degli Studi di Milano; St. Francis Xavier University","keywords":"Computer science; Technology management; Engineering management; Engineering; Knowledge management","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001374173,0.00009515443,0.00009380936,0.0002411122,0.0002500795,0.00006001293,0.0002782327,0.00002959727,0.000002971625],"category_scores_gemma":[3.234296e-7,0.0001079834,0.00004520483,0.0005815803,0.000009653611,0.00008812725,0.000005802131,0.0001961619,0.000007713604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000110683,"about_ca_system_score_gemma":0.00001474492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008154807,"about_ca_topic_score_gemma":2.882213e-7,"domain_scores_codex":[0.9992605,0.0000101926,0.0001323725,0.000227005,0.0001943195,0.0001755381],"domain_scores_gemma":[0.9996204,0.00003026868,0.0000223752,0.0002615286,0.00001695538,0.00004850894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[5.862994e-7,0.00004220526,0.000003565613,0.00005511487,0.00005311694,0.000004063915,0.0002111226,0.9610089,0.0005781757,0.03570777,0.0002859926,0.002049376],"study_design_scores_gemma":[0.000332439,0.0001058514,0.00007857182,0.00004399165,0.00002158454,0.0001462878,0.0007518559,0.9792598,0.000592487,0.0003051126,0.01801412,0.0003479119],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005413611,0.0001657608,0.9903122,0.0005059622,0.002820177,0.0001512915,0.000004514985,0.0002406587,0.0003858082],"genre_scores_gemma":[0.9885021,0.00002991474,0.01055639,0.00003767812,0.0000291394,0.0002044897,3.47033e-7,0.00001152435,0.0006284532],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9830884,"threshold_uncertainty_score":0.4403437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009416429120837656,"score_gpt":0.1996704980456285,"score_spread":0.1902540689247909,"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."}}