{"id":"W4411165805","doi":"10.1016/j.rineng.2025.105698","title":"An overview of the temperature dependence of the zeta potential of aqueous suspensions","year":2025,"lang":"en","type":"article","venue":"Results in Engineering","topic":"Electrostatics and Colloid Interactions","field":"Chemistry","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Zeta potential; Aqueous solution; Materials science; Chemistry; Thermodynamics; Chemical engineering; Chemical physics; Nanotechnology; Physics; Physical chemistry; Engineering; Nanoparticle","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000673021,0.0000637977,0.0001159354,0.00003155661,0.0000239301,0.000005327684,0.0002762078,0.00005397538,0.0000103942],"category_scores_gemma":[0.0001763381,0.00004253806,0.00007079335,0.0002795165,0.00001924432,0.00002851142,0.0000607281,0.0002168576,6.896806e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002631058,"about_ca_system_score_gemma":0.00006392074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008549683,"about_ca_topic_score_gemma":0.0001114563,"domain_scores_codex":[0.9994274,0.00001085124,0.0002688397,0.00008773243,0.0001163082,0.00008888052],"domain_scores_gemma":[0.9993839,0.00007047994,0.00008067663,0.0003945183,0.00005978048,0.00001059447],"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":[0.00001497332,0.0000416632,0.0001487404,0.0001302136,0.00001847855,6.617433e-7,0.00009223331,0.04553125,0.9525785,0.001232884,0.00005068717,0.0001597266],"study_design_scores_gemma":[0.0002629244,0.000009217597,0.003045742,0.000832052,0.00002189531,0.00000459513,0.00009507179,0.018156,0.9772188,0.00008517698,0.0002180079,0.0000504907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974151,0.0006632148,0.00004386619,0.0001328191,0.0001750004,0.00006070131,0.0000608117,0.000008151048,0.001440375],"genre_scores_gemma":[0.9993792,0.0001228745,0.0001147864,0.000007924309,0.00001052743,0.000002779641,0.000002443861,0.000005411579,0.0003540401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02737525,"threshold_uncertainty_score":0.1734652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007355533246379065,"score_gpt":0.2561481555145815,"score_spread":0.2487926222682025,"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."}}