{"id":"W2125538214","doi":"10.1115/1.1751188","title":"Control-Oriented Modeling of Thermal Deformation of Machine Tools Based on Inverse Solution of Time-Variant Thermal Loads with Delayed Response","year":2004,"lang":"en","type":"article","venue":"Journal of Manufacturing Science and Engineering","topic":"Advanced Measurement and Metrology Techniques","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; McGill University; National Research Council Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Machining; Machine tool; Computer science; Transient (computer programming); Solver; Control theory (sociology); Thermal; Displacement (psychology); Mechanical engineering; Engineering; Control (management); Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00119621,0.0001119886,0.0002302602,0.0004068833,0.00003233743,0.000006890438,0.000116915,0.00004347303,0.000001828762],"category_scores_gemma":[0.00007340703,0.00008523443,0.00004066475,0.0001455814,0.00006878927,0.0005010434,0.000009708838,0.0001517014,9.227954e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009710936,"about_ca_system_score_gemma":0.00006285037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007074741,"about_ca_topic_score_gemma":7.59325e-7,"domain_scores_codex":[0.9990557,0.0000100771,0.0003659872,0.00006811974,0.0003351739,0.0001649192],"domain_scores_gemma":[0.9994832,0.00003839277,0.0001732894,0.0001003038,0.0001514368,0.00005340768],"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":[0.0004204848,0.00001098435,0.00002606066,0.00002647129,0.00001272747,0.000002070729,0.00007461535,0.5807769,0.4183275,0.000008641497,1.430753e-7,0.0003133688],"study_design_scores_gemma":[0.0008039541,0.0003411526,0.001253047,0.000148573,0.00001967074,0.00001002647,0.00001204278,0.5071691,0.49018,0.000006549054,0.000001750224,0.00005412795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6788289,0.00002955601,0.3209932,0.00001408384,0.00003604255,0.00005540569,0.000001901958,0.00001890707,0.00002199661],"genre_scores_gemma":[0.9878561,0.000009324356,0.0121027,0.000007929196,0.000012347,0.000001183826,4.433056e-7,0.000009591088,3.818383e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3090272,"threshold_uncertainty_score":0.3475759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008026221736558398,"score_gpt":0.1969397116582438,"score_spread":0.1889134899216854,"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."}}