{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033782,0.0005440356,0.0004976959,0.0002235016,0.0002126105,0.0006804558,0.0009169328,0.0007987292,0.0008810532],"category_scores_gemma":[0.0005558562,0.0003028218,0.0005606597,0.000222729,0.0006672505,0.0005977374,0.0003542833,0.0006716864,0.000182352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004705474,"about_ca_system_score_gemma":0.0006564995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004278243,"about_ca_topic_score_gemma":0.002618926,"domain_scores_codex":[0.9998417,0.00003398618,0.00000770116,0.00003295197,0.000067998,0.00001563495],"domain_scores_gemma":[0.9998661,0.00005809623,0.00002470545,0.00001510424,0.00002916696,0.000006816091],"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":[0.00001966817,0.00001691558,0.0001382766,0.00002677985,0.000007440185,0.00003977743,0.00003625194,0.9832785,0.006587218,0.005354472,0.00008014904,0.004414594],"study_design_scores_gemma":[0.000001339726,0.000004378792,0.00001895802,5.924751e-7,8.822896e-7,0.000003122436,9.207729e-7,0.9992278,0.0004158115,0.0002157817,0.0001096045,9.74713e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02844442,0.000132886,0.968026,0.00006411368,0.0000346894,0.00003827599,0.00003169846,0.0002181838,0.003009631],"genre_scores_gemma":[0.9050658,0.0003256357,0.0876862,0.0000396264,0.00003004351,0.0001929064,0.00008227658,0.00006829462,0.006509196],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004278243,"threshold_uncertainty_score":0.008506656,"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."}}