{"id":"W2586734568","doi":"10.1007/978-3-319-51541-0_114","title":"Critical Role of Thermal Management During Cast Start-Up of the DC Casting Process","year":2017,"lang":"en","type":"book-chapter","venue":"The minerals, metals & materials series","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Rio Tinto (Canada)","funders":"","keywords":"Ingot; Casting; Process (computing); Materials science; Liquid metal; Mechanical engineering; Process engineering; Engineering; Metallurgy; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002356761,0.0005855157,0.0005169597,0.0003192484,0.0006353735,0.001335982,0.0007157114,0.0003189791,0.004538686],"category_scores_gemma":[0.0004930745,0.0003229053,0.0001982882,0.0002619859,0.0003145111,0.0009817629,0.0003676306,0.0008358498,0.001395799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006296895,"about_ca_system_score_gemma":0.0009982559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001425109,"about_ca_topic_score_gemma":0.002976935,"domain_scores_codex":[0.9998036,0.00001671107,0.00000732228,0.00004378035,0.00008652354,0.00004207497],"domain_scores_gemma":[0.9997219,0.00008682064,0.00002676858,0.00004593247,0.00009541505,0.00002302807],"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":[0.0006344905,0.0001489599,0.001124916,0.0005288213,0.0000143094,0.0002682981,0.000263727,0.00412552,0.8264438,0.006135203,0.00235263,0.1579594],"study_design_scores_gemma":[0.00001410329,0.0003328242,0.005337388,0.00009389158,0.00004881378,0.0003558738,0.0001644536,0.01754232,0.9423463,0.001234035,0.03249138,0.00003849053],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5530267,0.04715559,0.2081204,0.001254497,0.002059313,0.0004262876,0.0009273269,0.0055384,0.1814914],"genre_scores_gemma":[0.9292383,0.004602671,0.03259137,0.0001261234,0.0001594334,0.00005399226,0.000321376,0.0008722523,0.03203449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004538686,"threshold_uncertainty_score":0.01518339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01337619947371808,"score_gpt":0.2147196206663019,"score_spread":0.2013434211925839,"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."}}