{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004294899,0.001227469,0.0008429262,0.001347405,0.001227216,0.00257389,0.0009915872,0.0008181827,0.1428977],"category_scores_gemma":[0.0007055299,0.0003654789,0.0003154237,0.00156598,0.0004970083,0.0012461,0.0008266257,0.001016996,0.08344361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001933665,"about_ca_system_score_gemma":0.004766642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1142395,"about_ca_topic_score_gemma":0.314749,"domain_scores_codex":[0.9996463,0.0000147133,0.0000094447,0.00003760704,0.0002421254,0.00004975666],"domain_scores_gemma":[0.9993408,0.00002938235,0.00000915482,0.00003735773,0.0004982376,0.00008505075],"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":[0.00003619974,0.00003767949,0.0003127124,0.0001398143,0.000007525261,0.00005771445,0.0001158471,0.0005291934,0.002087258,0.002344597,0.7546806,0.2396509],"study_design_scores_gemma":[0.00000405601,0.00002224534,0.001444403,0.00009075358,0.0000123491,0.0001257232,0.0001241353,0.001265513,0.001136187,0.0008056667,0.9949574,0.00001154706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006215415,0.02546457,0.05981217,0.003364037,0.01386309,0.0002439358,0.002415211,0.005284158,0.8833374],"genre_scores_gemma":[0.004160775,0.0061343,0.003982941,0.0001479162,0.0001583751,0.0000256496,0.001170384,0.0001762074,0.9840435],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8857605,"threshold_uncertainty_score":0.4780403,"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."}}