{"id":"W4413816726","doi":"10.3390/nano15171330","title":"A Mean Field Poisson–Boltzmann Theory Assessment of Copper Oxide Nanosheets Interaction Potential in Physiological Fluids","year":2025,"lang":"en","type":"article","venue":"Nanomaterials","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"Cape Breton University","keywords":"Poisson–Boltzmann equation; Copper; Mean field theory; Poisson distribution; Field (mathematics); Statistical physics; Copper oxide; Materials science; Physics; Mathematics; Condensed matter physics; Metallurgy; Statistics; Quantum mechanics; Pure mathematics; Ion","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":[0.0004475368,0.0003613583,0.0003682121,0.0005611075,0.000354088,0.0005303108,0.0008341646,0.0007651184,0.001207791],"category_scores_gemma":[0.001516313,0.0002338409,0.0005829061,0.000315575,0.0006802065,0.0008568987,0.000634412,0.0005406886,0.0003106674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006963425,"about_ca_system_score_gemma":0.0008952082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002845716,"about_ca_topic_score_gemma":0.001034929,"domain_scores_codex":[0.9997434,0.00005411551,0.00001085101,0.00004048665,0.000116955,0.00003421143],"domain_scores_gemma":[0.9995871,0.0002293959,0.00003348749,0.00002349608,0.0001077587,0.00001875593],"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":[0.00008471724,0.0001226557,0.002384022,0.0003489587,0.00004666664,0.0005672996,0.0002086575,0.814777,0.05480659,0.1090417,0.001103183,0.0165086],"study_design_scores_gemma":[0.000003345541,0.00001590912,0.0002310874,0.000006684318,0.000003281004,0.00005728389,0.00001487499,0.9902577,0.002309741,0.006704067,0.0003864029,0.000009587671],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2417813,0.002510345,0.7163439,0.001072302,0.0001939093,0.0002476422,0.0002843055,0.0002878807,0.03727855],"genre_scores_gemma":[0.9613476,0.001268571,0.02884457,0.0002166942,0.00006579194,0.0002227583,0.0001314164,0.00006365326,0.007838964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002845716,"threshold_uncertainty_score":0.005658269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01616117097101089,"score_gpt":0.3131094853268442,"score_spread":0.2969483143558334,"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."}}