{"id":"W6966576435","doi":"10.48550/arxiv.2407.16178","title":"Anomalous Water Penetration in $\\text{Al}^{3+}$ Dissolution","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Solvation; Solvation shell; Dissolution; Aqueous solution; Penetration (warfare); Molecule; Ion; Molecular dynamics","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001122559,0.000369019,0.0003673766,0.0003868942,0.0001474376,0.000355482,0.0009246787,0.0003022766,0.001481063],"category_scores_gemma":[0.00006551098,0.0003386645,0.0001201896,0.0003456095,0.0002105611,0.0002777182,0.0018263,0.0006653738,0.002827186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004166888,"about_ca_system_score_gemma":0.0001427742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009796611,"about_ca_topic_score_gemma":0.0002888542,"domain_scores_codex":[0.997072,0.0003564667,0.0003575693,0.001446707,0.0001757775,0.0005915065],"domain_scores_gemma":[0.9988366,0.0000528046,0.0001551811,0.0007577661,0.00007811017,0.000119513],"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":[0.0001049491,0.0001051158,0.003818603,0.0003320181,0.00001069061,0.0005728249,0.0007148299,0.6266807,0.3524932,0.01458089,0.0004955458,0.00009063825],"study_design_scores_gemma":[0.000834745,0.0002015083,0.01542652,0.0007145507,0.0001544381,0.00003673816,0.0001922225,0.7909332,0.05495325,0.1327247,0.001913,0.001915112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990475,0.00005747203,0.003078959,0.0003627735,0.002397905,0.0003654215,0.00003373672,0.0003213105,0.002907449],"genre_scores_gemma":[0.9970925,0.00003827059,0.0003323474,0.00009194195,0.0001255085,0.000003465782,0.00005617765,0.00003631046,0.002223465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2975399,"threshold_uncertainty_score":0.9999065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03554260483777064,"score_gpt":0.2015214591297638,"score_spread":0.1659788542919932,"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."}}