{"id":"W560737172","doi":"","title":"2005 IEEE International Conference on Mechatronics and Automation : July 20 to August 1, 2005, Niagara Falls, Ontario, Canada : conference proceedings","year":2005,"lang":"en","type":"book","venue":"IEEE eBooks","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mechatronics; Automation; Engineering; Library science; Aeronautics; Operations research; Telecommunications; Computer science; Electrical engineering; Mechanical engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001399631,0.0005102628,0.0003777971,0.0002240001,0.0001250391,0.0002136395,0.0005325782,0.0003316485,0.001001075],"category_scores_gemma":[0.000007178069,0.0005958229,0.00005985584,0.0000292027,0.00003901233,0.0001151191,0.00003754869,0.0007757773,0.0002002615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003021087,"about_ca_system_score_gemma":0.003921904,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01411953,"about_ca_topic_score_gemma":0.7477355,"domain_scores_codex":[0.9978637,0.000007331798,0.000516597,0.0005513593,0.0005428732,0.0005181803],"domain_scores_gemma":[0.9988196,0.00003160228,0.0001717743,0.0003244212,0.0002439633,0.0004085723],"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":[0.000009921545,0.00002171309,0.000001041258,0.00008746458,0.0001070049,0.000001481198,0.0008177736,0.0009310908,0.001113234,0.06891864,0.9247096,0.003281055],"study_design_scores_gemma":[0.0002622039,0.00003030655,0.000008711077,0.0002753081,0.00004622298,0.000009517393,0.00006480264,0.009377036,0.0009208847,0.001498184,0.9868661,0.0006407172],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002955811,0.00005545363,0.00272418,0.0008958349,0.002265212,0.001201977,0.0004489787,0.0004174385,0.9890351],"genre_scores_gemma":[0.02900731,0.0001079337,0.001720146,0.0006208313,0.0007957957,0.0003761745,0.0002376501,0.0001193195,0.9670148],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7336159,"threshold_uncertainty_score":0.9999121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02267458610615152,"score_gpt":0.2361297548599201,"score_spread":0.2134551687537686,"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."}}