{"id":"W1995308271","doi":"10.1016/s0364-5916(03)00032-4","title":"Solubility phase diagrams coupled to computer science (DPAO) Part II: Applied to isothermal evaporation of Tunisian natural brines","year":2003,"lang":"en","type":"article","venue":"Calphad","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institut national de la recherche scientifique","keywords":"Brine; Isothermal process; Endothermic process; Solubility; Ternary operation; Seawater; Crystallization; Thermodynamics; Mineralogy; Chemistry; Geology; Computer science; Physics; Physical chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007380552,0.0001482005,0.0002158968,0.000122557,0.0002241925,0.00009958923,0.0001989375,0.00004717325,0.0004423498],"category_scores_gemma":[0.0001316607,0.000138035,0.00004536975,0.0006452076,0.0002404617,0.0002421593,0.00009351748,0.00005571222,0.0000597019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000693,"about_ca_system_score_gemma":0.0001285617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002560369,"about_ca_topic_score_gemma":0.00003586668,"domain_scores_codex":[0.9983682,0.00004563776,0.0003714469,0.0004541664,0.0004478937,0.0003126291],"domain_scores_gemma":[0.999013,0.00002473979,0.0001000653,0.0003344429,0.000299611,0.0002281347],"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":[0.00006730718,0.000172559,0.00003578743,0.00001558829,0.000001349866,0.000001011495,0.0004868064,0.000619146,0.9914041,0.005096287,0.0005021369,0.001597929],"study_design_scores_gemma":[0.001162537,0.0002860512,0.0008784293,0.00002881062,0.000009448018,0.000004945686,0.00006342868,0.01094345,0.9807667,0.0002329771,0.005337318,0.0002858973],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620374,0.00001309049,0.0355788,0.0002230848,0.0007777397,0.000539633,0.00002114384,0.00007309838,0.0007360455],"genre_scores_gemma":[0.9968591,9.303044e-7,0.001987482,0.0008731331,0.0001082633,0.00003174194,0.00002568673,0.00001227145,0.0001013891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03482173,"threshold_uncertainty_score":0.5628905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666632328408228,"score_gpt":0.2777164906888917,"score_spread":0.2610501674048094,"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."}}