{"id":"W2067830054","doi":"10.1016/s0378-3812(99)00319-2","title":"Application of the MSA to the modeling of the activity coefficients of individual ions","year":2000,"lang":"en","type":"article","venue":"Fluid Phase Equilibria","topic":"Chemical and Physical Properties in Aqueous Solutions","field":"Chemical Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemistry; Ion; Electrolyte; Activity coefficient; Counterion; Aqueous solution; BATES; Thermodynamics; Physical chemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002642255,0.0003625221,0.0004897409,0.0003483113,0.0004976464,0.0005135738,0.0005867086,0.0005701513,0.00109303],"category_scores_gemma":[0.001154175,0.0002469499,0.0005438314,0.00037756,0.000367548,0.0004083682,0.0004029703,0.0004453515,0.0003689097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005160964,"about_ca_system_score_gemma":0.0007428915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009948566,"about_ca_topic_score_gemma":0.005332458,"domain_scores_codex":[0.9999446,0.00001333265,0.000003823872,0.000008922552,0.00002305364,0.00000630795],"domain_scores_gemma":[0.9998123,0.00008206374,0.0000159562,0.00001348383,0.0000666561,0.000009585484],"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":[0.0000463699,0.00003474946,0.0008834125,0.00007357823,0.00003420251,0.0001279974,0.00008293382,0.9275279,0.02011118,0.0323542,0.0002837225,0.01843972],"study_design_scores_gemma":[0.000002820645,0.000009141564,0.0000422821,0.000002283411,0.000003423314,0.00001389651,0.00000634613,0.9943544,0.003033697,0.001379838,0.001149866,0.000002081106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.178026,0.0009061425,0.8079118,0.0003652748,0.00009238739,0.00007575685,0.0001466764,0.0004051194,0.01207084],"genre_scores_gemma":[0.9005123,0.0006247068,0.09183336,0.00004137264,0.00004412894,0.0001250996,0.00006566758,0.0001032027,0.006650173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009948566,"threshold_uncertainty_score":0.01978129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02123402924068827,"score_gpt":0.2646091760390936,"score_spread":0.2433751467984054,"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."}}