{"id":"W4389681586","doi":"10.1098/rspa.2023.0541","title":"Electrosteric, van der Waals and elastic interaction of polyelectrolyte hydrogels","year":2023,"lang":"en","type":"article","venue":"Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"DLVO theory; van der Waals force; Self-healing hydrogels; Interaction energy; Polyelectrolyte; Hamaker constant; SPHERES; Colloid; Hard spheres; Adhesion; Chemical physics; Classical mechanics; Materials science; Chemistry; Polymer chemistry; Composite material; Physics; Computational chemistry; Van der Waals radius; Physical chemistry; Polymer; Molecule; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001666144,0.0001089029,0.0002267871,0.00001278936,0.00008993937,0.00004410042,0.0001501477,0.00003846469,0.000009650173],"category_scores_gemma":[0.00008701828,0.00006692545,0.0001035777,0.0002762951,0.0001689638,0.00009333042,0.0001002231,0.0001052735,0.000001383565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001127432,"about_ca_system_score_gemma":0.000007279983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004880455,"about_ca_topic_score_gemma":2.965378e-8,"domain_scores_codex":[0.999207,0.0000012417,0.0001715026,0.0001612467,0.000247487,0.0002115189],"domain_scores_gemma":[0.9996518,0.0001506972,0.00008363408,0.00003606064,0.00002805328,0.00004979031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007648938,0.00005822415,0.000560064,0.001183975,0.00006077916,5.380286e-8,0.001551588,0.0004093482,0.9895896,0.005990851,0.00005632006,0.0005316012],"study_design_scores_gemma":[0.0002078753,0.00009859815,0.0009383549,0.0004934126,0.0000704679,0.000007815303,0.0008156918,0.6813841,0.3024535,0.01322995,0.00008062096,0.0002195717],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998237,0.00004884986,0.00005705417,0.0001014191,0.00001853911,0.00004694449,0.000001848806,0.0000452007,0.001443183],"genre_scores_gemma":[0.9995925,0.00000783149,0.0001508459,0.00000528031,0.00004991784,0.000008735857,9.86057e-8,0.000007356164,0.0001773947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.687136,"threshold_uncertainty_score":0.2729141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008268587386468766,"score_gpt":0.2178187584391569,"score_spread":0.2095501710526882,"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."}}