{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001493106,0.0001091053,0.00008813886,0.0001504642,0.000123017,0.0000923162,0.000685746,0.0001419996,0.00002608323],"category_scores_gemma":[0.00001136174,0.0001176912,0.00003544867,0.001584994,0.0000252365,0.000191665,0.00005772385,0.0003254703,0.004445272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004194768,"about_ca_system_score_gemma":0.00008205991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002674406,"about_ca_topic_score_gemma":8.507979e-7,"domain_scores_codex":[0.9990825,0.000008295088,0.0001802965,0.0002867606,0.0001847333,0.0002574014],"domain_scores_gemma":[0.9990491,0.00007516663,0.00004275373,0.0006225232,0.00008438332,0.0001260335],"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":[0.000001508444,0.000246705,0.0009460537,0.00006197378,0.00005444745,0.00001274717,0.0002544697,0.2031565,0.02991608,0.2877329,0.4287573,0.04885926],"study_design_scores_gemma":[0.0003973867,0.00003516356,0.02793695,0.00004052433,0.00001593162,0.00005633699,0.00004925025,0.2128201,0.006761508,0.01814078,0.7329947,0.0007513526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01969173,0.00003462366,0.948806,0.01011435,0.001076203,0.0003711843,0.00001119056,0.00114167,0.01875298],"genre_scores_gemma":[0.9337616,0.00004437627,0.0413316,0.0006131756,0.001467204,0.0008772244,0.00003923291,0.00004359741,0.021822],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9140699,"threshold_uncertainty_score":0.9963299,"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."}}