{"id":"W4388801815","doi":"","title":"Coupling of solidification grain structures with heat and mass transfers","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Coupling (piping); Materials science; Heat transfer; Metallurgy; Mechanics; Physics","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":[0.001113446,0.0002098466,0.0003015715,0.00009539466,0.00009460282,0.0001435743,0.000269047,0.000176067,0.00005689351],"category_scores_gemma":[0.00008839363,0.0002090019,0.00006442569,0.0001221002,0.000108919,0.0000898536,0.0001072461,0.0002697321,7.185564e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003221072,"about_ca_system_score_gemma":0.00006130559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002094185,"about_ca_topic_score_gemma":0.0002695071,"domain_scores_codex":[0.9987659,0.0002657038,0.0003143287,0.0003028005,0.0001815037,0.000169712],"domain_scores_gemma":[0.9985644,0.0001699128,0.00007424725,0.0006843977,0.0004293578,0.0000777444],"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":[0.00004786436,0.0001395009,0.001016482,0.003821648,0.0005373682,0.00001068563,0.02322238,0.05509401,0.8389669,0.06029804,0.00005131768,0.0167938],"study_design_scores_gemma":[0.0004297138,5.488643e-7,0.001355703,0.001786242,0.00009575822,0.00001152538,0.0003768842,0.1854042,0.8077775,0.001713402,0.0006086079,0.000439977],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7846479,0.0009092686,0.2115498,0.0002170208,0.0001666789,0.0001900837,0.0000245892,0.0001257608,0.002168825],"genre_scores_gemma":[0.9726795,0.001048601,0.02576332,0.000004821597,0.000009912344,0.00002235521,0.0002751219,0.0000368974,0.0001594854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1880315,"threshold_uncertainty_score":0.8522851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009883327754824428,"score_gpt":0.1983277074112796,"score_spread":0.1884443796564552,"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."}}