{"id":"W4210339399","doi":"10.1007/978-3-030-92529-1_20","title":"Understanding Pre-solidified Grains in Structural Castings of Nemalloy HE700 Experiments","year":2022,"lang":"en","type":"book-chapter","venue":"The minerals, metals & materials series","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Materials science; Eutectic system; Microstructure; Metallurgy; Alloy; Metallography; Casting; Precipitation; Die casting","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006246765,0.0009818436,0.001578857,0.0003889216,0.0002388017,0.0002303407,0.0006866113,0.0004272701,0.002689471],"category_scores_gemma":[0.00003417745,0.0008482169,0.0002318529,0.0001439948,0.0002664475,0.0003985172,0.000349836,0.0005750544,0.00001224323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004823577,"about_ca_system_score_gemma":0.00006562968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003150389,"about_ca_topic_score_gemma":0.0003710678,"domain_scores_codex":[0.9964238,0.0001721251,0.001487877,0.0005885962,0.0006805514,0.0006470426],"domain_scores_gemma":[0.9983859,0.0001138866,0.0005169641,0.0008167987,0.00006462897,0.0001018055],"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":[0.00008838595,0.000009922132,0.000009007834,0.0003604149,0.00018808,0.00007031671,0.003619181,0.003023138,0.9737672,0.01842456,0.0004362671,0.000003481245],"study_design_scores_gemma":[0.002769746,0.0007032571,0.0004887405,0.001814149,0.001112211,0.0004844682,0.002198138,0.000151407,0.9225427,0.008744662,0.05370432,0.005286218],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833626,0.0007978473,0.00001904493,0.00005251398,0.003934144,0.001259794,0.0007456721,0.0004435053,0.009384839],"genre_scores_gemma":[0.947457,0.0001341119,0.0002998948,0.00002910947,0.000303856,0.0001697529,0.0003427326,0.0003568803,0.05090662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05326805,"threshold_uncertainty_score":0.9993969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06008690592428432,"score_gpt":0.2584807530871773,"score_spread":0.198393847162893,"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."}}