{"id":"W4402438995","doi":"10.11159/icmie24.134","title":"Accelerated Cooling Control Technology for TMCP Plates of Longitudinal Uniform Material Properties","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Laser and Thermal Forming Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Materials science; Control (management); Computer science; Mechanical engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001474076,0.0002647585,0.0004193773,0.0001960336,0.00004366396,0.000113405,0.0003333315,0.0001559871,0.00001574162],"category_scores_gemma":[0.00005312011,0.000191039,0.00008637932,0.0002460981,0.00008083352,0.0001639945,0.0001088743,0.0001698943,4.512359e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003752049,"about_ca_system_score_gemma":0.00001032377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003668716,"about_ca_topic_score_gemma":3.8091e-7,"domain_scores_codex":[0.9989372,0.000001348288,0.000414342,0.0002257505,0.0001249721,0.0002963859],"domain_scores_gemma":[0.9996382,0.00004028305,0.0000610599,0.0001044602,0.00010577,0.00005023891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002124131,0.00001478074,0.000004919854,0.001745652,0.0001057592,5.415015e-7,0.000006249705,0.000195983,0.9835522,0.01377236,0.0001566499,0.0002325286],"study_design_scores_gemma":[0.0003196396,0.0000731988,0.000001453856,0.001152992,0.00007064342,0.00001180022,0.00001124214,0.0257281,0.9708608,0.0008316039,0.0007281839,0.0002103832],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972638,0.00005109941,0.00002866466,0.00007671311,0.001214958,0.0004505224,0.0001008729,0.0007509557,0.000062372],"genre_scores_gemma":[0.9985524,0.00004976968,0.0009933227,0.000006399475,0.0001613168,0.0001286645,0.000003959552,0.0000670296,0.00003713111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02553212,"threshold_uncertainty_score":0.7790346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035326259439153,"score_gpt":0.2103892683160808,"score_spread":0.2000360057216892,"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."}}