{"id":"W2133547547","doi":"10.1016/s1001-0521(06)60087-9","title":"Thermodynamic database development—modeling and phase diagram calculations in oxide systems","year":2006,"lang":"en","type":"article","venue":"Rare Metals","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Extrapolation; Phase diagram; CALPHAD; Spinel; Database; Oxide; Materials science; Phase (matter); Computer science; Process engineering; Thermodynamics; Metallurgy; Chemistry; Mathematics; 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":[0.0002115604,0.0001738007,0.0002542356,0.0001139717,0.00005323679,0.00005937421,0.00009053854,0.00006292826,0.0000224747],"category_scores_gemma":[0.00001678155,0.0001511918,0.0000322987,0.0001987636,0.00001521992,0.0001863424,0.00003004423,0.0001138028,0.00001344019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000482732,"about_ca_system_score_gemma":0.00001522527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001819278,"about_ca_topic_score_gemma":0.0001733632,"domain_scores_codex":[0.9990478,0.0000265394,0.0003668705,0.0001928823,0.000131685,0.0002341967],"domain_scores_gemma":[0.9996789,0.00004145654,0.00002802988,0.0001687272,0.00002220713,0.00006066348],"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":[0.000006695951,0.00009799599,0.00006312724,0.0002952978,0.00005909532,0.00004220129,0.00006721327,0.9754997,0.01203795,0.009009747,0.000006056113,0.002814898],"study_design_scores_gemma":[0.0004693205,0.000003325647,0.0002520688,0.00004956369,0.00001789531,0.000009519765,0.00002599149,0.9981211,0.00006253515,0.0003287923,0.0004648528,0.0001950319],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6851717,0.002485839,0.3107456,0.000003548182,0.00006027336,0.0001544416,0.00001960029,0.000105394,0.001253618],"genre_scores_gemma":[0.9981974,0.00006593463,0.001378723,0.000005224162,0.00002834288,0.0000432071,0.0001608193,0.00003423571,0.00008610741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3130257,"threshold_uncertainty_score":0.6165422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01597548072872773,"score_gpt":0.2411391350799082,"score_spread":0.2251636543511805,"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."}}