{"id":"W4409838945","doi":"10.1016/j.surfin.2025.106576","title":"Thinking laterally - probing the force holding the oxide layer to a liquid metal interface","year":2025,"lang":"en","type":"article","venue":"Surfaces and Interfaces","topic":"Electronic and Structural Properties of Oxides","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Computational Infrastructure; Australian Research Council; Ontario Ministry of Natural Resources and Forestry","keywords":"Materials science; Layer (electronics); Oxide; Interface (matter); Metal; Liquid metal; Composite material; Nanotechnology; Chemical engineering; Metallurgy; Wetting","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002608268,0.0003920115,0.0001813904,0.0001906144,0.0003521429,0.0005832607,0.0005607859,0.000629604,0.002812647],"category_scores_gemma":[0.0005401392,0.0001855928,0.0001821874,0.0001248213,0.0009152003,0.00139139,0.0004214805,0.0007249688,0.0005071055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003397508,"about_ca_system_score_gemma":0.0002938913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008448988,"about_ca_topic_score_gemma":0.00152963,"domain_scores_codex":[0.9998502,0.00001656675,0.000007241176,0.00004414018,0.00005795645,0.00002392953],"domain_scores_gemma":[0.9997973,0.0000966257,0.00004470026,0.00001757447,0.00003006436,0.00001381345],"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":[0.0000202992,0.00001666753,0.0004453532,0.0001036553,0.000004918185,0.00007205356,0.00007119151,0.0002923264,0.9910137,0.002536972,0.0001110988,0.005311615],"study_design_scores_gemma":[0.0000122576,0.0001540414,0.001930582,0.00001954724,0.00001759999,0.0001804064,0.0002966045,0.01166493,0.9775794,0.003591441,0.004527576,0.00002555958],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.787607,0.002945395,0.1908494,0.002904261,0.0003560983,0.0001495632,0.0003394309,0.0004482612,0.0144005],"genre_scores_gemma":[0.9321553,0.001248281,0.06204356,0.0005102711,0.00004825996,0.00008405104,0.0001104745,0.00003387103,0.003765901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002812647,"threshold_uncertainty_score":0.009409249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408615924459788,"score_gpt":0.2595009166422054,"score_spread":0.2454147573976075,"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."}}