{"id":"W4229509567","doi":"10.1109/tie.2014.2302573","title":"IEEE Industrial Electronics Society Information","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Industrial Electronics","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Electronics; Computer science; Engineering; Electrical engineering; Manufacturing 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005996571,0.0002847122,0.0002457939,0.0001867855,0.0003748543,0.0002882518,0.0006949526,0.0004581989,0.00002296089],"category_scores_gemma":[0.00003216393,0.0003054369,0.0002279736,0.0008502002,0.00003406453,0.001045652,0.000003660118,0.001513838,0.00009585225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006035379,"about_ca_system_score_gemma":0.0009632237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002412879,"about_ca_topic_score_gemma":0.00001436655,"domain_scores_codex":[0.9978532,0.0000722821,0.0004827776,0.0003229969,0.0005236976,0.0007450834],"domain_scores_gemma":[0.9987846,0.0002249759,0.0001465479,0.0005248698,0.0001350047,0.0001840043],"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":[0.00005841106,0.0002672026,0.000006087319,0.00001226257,0.0001939106,3.551662e-7,0.000539669,0.6452038,0.0009669224,0.05644827,0.01170036,0.2846027],"study_design_scores_gemma":[0.003580147,0.001233691,0.00000731883,0.00005540226,0.00008677717,0.00002832833,0.00005138735,0.6276396,0.04043543,0.002562086,0.3233381,0.0009817681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00585212,0.00003535823,0.9880885,0.001389495,0.003497775,0.000267373,0.000007401129,0.0002741817,0.000587729],"genre_scores_gemma":[0.9930318,0.0001980217,0.004674362,0.0006627826,0.001026107,0.00007633084,0.00001530557,0.00003367239,0.0002815979],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9871797,"threshold_uncertainty_score":0.9999398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02450293594491981,"score_gpt":0.2266878480508024,"score_spread":0.2021849121058825,"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."}}