{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00123994,0.0006706761,0.0005566523,0.001536704,0.001028942,0.003233677,0.0004327767,0.00139113,0.05826937],"category_scores_gemma":[0.001654363,0.0003043999,0.0003886924,0.001389533,0.0006109326,0.002092218,0.001342766,0.001534621,0.02247098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008901453,"about_ca_system_score_gemma":0.002043392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003327935,"about_ca_topic_score_gemma":0.004696673,"domain_scores_codex":[0.9993199,0.0001043741,0.00005951683,0.00007349768,0.0003974244,0.00004526502],"domain_scores_gemma":[0.9985496,0.0001440887,0.00005482976,0.000207865,0.000928782,0.0001146647],"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":[0.00004510078,0.0001191372,0.001197565,0.0001653744,0.00003315541,0.0001053095,0.0001641358,0.002224867,0.002492576,0.04048358,0.2713693,0.6816],"study_design_scores_gemma":[0.000007261423,0.00005375873,0.001818929,0.0001262687,0.00003738044,0.0001150572,0.0001517322,0.005439532,0.001251671,0.01527295,0.9757072,0.00001814959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01190433,0.02028634,0.1184473,0.03162434,0.02301344,0.0002027153,0.0008336302,0.001663362,0.7920246],"genre_scores_gemma":[0.06552218,0.0152,0.02237312,0.001752104,0.00235389,0.0001431922,0.001128379,0.0001374206,0.8913897],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05826937,"threshold_uncertainty_score":0.1949305,"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."}}