{"id":"W4280635287","doi":"10.3390/met12050862","title":"Continuous Casting Practices for Steel: Past, Present and Future","year":2022,"lang":"en","type":"article","venue":"Metals","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Caster; Continuous casting; Casting; Manufacturing engineering; Engineering; Quality (philosophy); Drum; Metallurgy; Mechanical engineering; Materials science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002686498,0.00009402038,0.0001685202,0.00002575536,0.0001152926,0.00004169302,0.00008557108,0.00002221241,0.0001562901],"category_scores_gemma":[0.00001880693,0.00008107594,0.00004325839,0.00007196407,0.000009064707,0.00009885431,0.00006201498,0.0001140273,0.000002192898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001429713,"about_ca_system_score_gemma":0.0000043884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005225874,"about_ca_topic_score_gemma":0.000001665758,"domain_scores_codex":[0.9994331,0.00002666531,0.0001394962,0.0001281094,0.0001166003,0.000156007],"domain_scores_gemma":[0.9996225,0.0001341548,0.00008421559,0.00009491001,0.00002027689,0.00004391174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002667332,0.000373469,0.0001276808,0.003075792,0.001779247,0.0001097267,0.00288775,0.468602,0.02345306,0.02760269,0.01386639,0.4578555],"study_design_scores_gemma":[0.0001830274,0.00003571902,0.00003207763,0.00000152715,0.00003979201,0.00002103721,0.0002924844,0.3061083,0.00006110693,0.0002756179,0.692858,0.00009124024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8792629,0.02773859,0.05182526,0.004308707,0.001982464,0.001678426,0.0001967581,0.0006902191,0.03231667],"genre_scores_gemma":[0.9956125,0.00007120897,0.001996879,0.0000541481,0.001002974,0.0001460112,0.00001348587,0.00003508692,0.001067726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6789917,"threshold_uncertainty_score":0.3306181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02141605849739025,"score_gpt":0.2550184417357625,"score_spread":0.2336023832383723,"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."}}