{"id":"W4387896490","doi":"10.2139/ssrn.4610904","title":"Analysis of Heat Transfer and Solidification within Candu Corium","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Corium; Nuclear engineering; Heat transfer; Environmental science; Materials science; Thermodynamics; Physics; Engineering","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":[0.001139586,0.0001752558,0.0004334395,0.0003930494,0.00005528973,0.00003930543,0.0001519872,0.0001810566,0.00001882012],"category_scores_gemma":[0.00001391145,0.0001652319,0.0001621584,0.00022553,0.00002457585,0.00006055915,0.0000314227,0.001301333,0.000002859888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002574345,"about_ca_system_score_gemma":0.0003695392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002258593,"about_ca_topic_score_gemma":0.002016778,"domain_scores_codex":[0.9985149,0.00003662229,0.0004260224,0.0001560323,0.0001558037,0.0007106422],"domain_scores_gemma":[0.9996731,0.00001993895,0.00003387228,0.0001709301,0.00004630441,0.00005586661],"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":[0.0001311907,0.0000409516,0.0009994049,0.0009232332,0.01849604,0.000009107559,0.003059598,0.8720359,0.04459671,0.05600457,0.00003041464,0.003672946],"study_design_scores_gemma":[0.002487515,0.0005487416,0.009586236,0.0007802886,0.02210224,0.0004266619,0.003660801,0.664195,0.03254793,0.2594219,0.001292287,0.002950371],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498074,0.002205482,0.04648261,0.00004813267,0.00107681,0.0001086961,0.00002149507,0.00009008531,0.0001592687],"genre_scores_gemma":[0.9870257,0.01249927,0.00003240605,0.000002900412,0.0001296452,0.000007193545,0.00005037782,0.00003465375,0.0002178399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2078408,"threshold_uncertainty_score":0.6737962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01547159082639901,"score_gpt":0.2308329964366898,"score_spread":0.2153614056102908,"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."}}