{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001497139,0.0001957913,0.0002195929,0.0002387972,0.0003286585,0.0005090078,0.0005368334,0.0004470471,0.002058892],"category_scores_gemma":[0.0005461429,0.0002068362,0.0001761072,0.0002291949,0.0007655327,0.001149566,0.0008360191,0.0005859981,0.0002287757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004838996,"about_ca_system_score_gemma":0.000226893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001544659,"about_ca_topic_score_gemma":0.001032205,"domain_scores_codex":[0.9998689,0.000008766083,0.000004647868,0.00004025993,0.00004198576,0.00003545767],"domain_scores_gemma":[0.9998447,0.00004965162,0.00004718991,0.00001321831,0.00002478017,0.00002039526],"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":[0.0004564778,0.00008190294,0.006975726,0.0003500942,0.00003019623,0.001310112,0.0006646858,0.01625055,0.9443196,0.01079108,0.003310594,0.01545908],"study_design_scores_gemma":[0.00004626651,0.0001931964,0.01320772,0.00003750555,0.00003036018,0.0009018009,0.0004431511,0.2892865,0.678576,0.009924675,0.007275035,0.00007783621],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737661,0.0009640941,0.01876155,0.0006630304,0.00007002411,0.00002531249,0.0003911847,0.000452524,0.0049062],"genre_scores_gemma":[0.997272,0.0002008367,0.001410716,0.00007856596,0.000007217464,0.000009671287,0.0001098131,0.00003591058,0.0008751804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002058892,"threshold_uncertainty_score":0.006887674,"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."}}