{"id":"W2764114001","doi":"10.1021/acs.langmuir.7b02587","title":"Model for the Surface Tension of Dilute and Concentrated Binary Aqueous Mixtures as a Function of Composition and Temperature","year":2017,"lang":"en","type":"article","venue":"Langmuir","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Surface tension; Thermodynamics; Chemistry; Aqueous solution; Gibbs isotherm; Physical chemistry; Physics","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":[0.0005319531,0.001036693,0.0005449423,0.001053227,0.0003879037,0.0006428356,0.002586284,0.001981943,0.001477067],"category_scores_gemma":[0.001211714,0.0004773886,0.00105273,0.0006583849,0.0007848809,0.002181672,0.0006699925,0.001153309,0.001017289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008985675,"about_ca_system_score_gemma":0.0006504017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003833662,"about_ca_topic_score_gemma":0.002858779,"domain_scores_codex":[0.9996086,0.00005517993,0.0000202684,0.0001377532,0.0001335956,0.00004468995],"domain_scores_gemma":[0.9997571,0.00009063009,0.00004697524,0.00003270606,0.00005500276,0.00001758443],"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":[0.0001967104,0.0002366225,0.00376787,0.000300133,0.00008873532,0.0004013398,0.0003181858,0.8067572,0.109976,0.05399429,0.001871109,0.02209182],"study_design_scores_gemma":[0.00001026825,0.0000415643,0.0005408177,0.000007455431,0.00001184437,0.00005138516,0.000009337348,0.9904986,0.003413119,0.00454471,0.0008542357,0.0000166217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2784548,0.002575369,0.6926216,0.002172118,0.000237116,0.0003728744,0.001311291,0.001152068,0.02110266],"genre_scores_gemma":[0.9263285,0.00188607,0.03979855,0.0003840183,0.00007422014,0.00117687,0.0009185435,0.0001637547,0.0292694],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003833662,"threshold_uncertainty_score":0.007622659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02130076336140464,"score_gpt":0.2484715196356728,"score_spread":0.2271707562742681,"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."}}