{"id":"W4379927687","doi":"10.1109/mias.2023.3274798","title":"IEEE Feedback","year":2023,"lang":"en","type":"article","venue":"IEEE Industry Applications Magazine","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Control theory (sociology); Engineering; Control engineering; Control (management); Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001571501,0.001204513,0.0007790189,0.001420905,0.001597614,0.004941226,0.001481255,0.002930328,0.6602236],"category_scores_gemma":[0.007507276,0.000370604,0.0004472261,0.001151923,0.0004685384,0.003236585,0.002442069,0.001941403,0.5236086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001162,"about_ca_system_score_gemma":0.00170594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003330076,"about_ca_topic_score_gemma":0.005774177,"domain_scores_codex":[0.9986376,0.0001628747,0.00007757144,0.0002380317,0.0007150405,0.0001688454],"domain_scores_gemma":[0.9958531,0.000308196,0.00008824576,0.0005122705,0.002625744,0.000612516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005539512,0.00002393983,0.0001731848,0.00008877216,0.000004379853,0.00005547437,0.00003924998,0.0001307394,0.000543776,0.002066386,0.905772,0.09104656],"study_design_scores_gemma":[0.0000098684,0.00001401187,0.0001498161,0.00004992254,0.000002682413,0.00005324311,0.00006107032,0.0002672603,0.0002365229,0.001056224,0.9980916,0.000007814189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001782487,0.00344247,0.02216608,0.01988634,0.03522389,0.0003606945,0.006876085,0.01131626,0.8989458],"genre_scores_gemma":[0.0118785,0.002430958,0.004759313,0.004994018,0.00365814,0.0001757286,0.005923472,0.001427988,0.9647518],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6602236,"threshold_uncertainty_score":0.4846498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03033143106631735,"score_gpt":0.278685166332433,"score_spread":0.2483537352661156,"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."}}