{"id":"W4391068377","doi":"10.1016/j.corsci.2024.111845","title":"Monitoring alterations in a salt layer’s deliquescence properties during the atmospheric corrosion of a metal surface using a quartz crystal microbalance","year":2024,"lang":"en","type":"article","venue":"Corrosion Science","topic":"Acoustic Wave Resonator Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nuclear Waste Management Organization; Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Nuclear Waste Management Organization","keywords":"Quartz crystal microbalance; Corrosion; Quartz; Metal; Materials science; Salt (chemistry); Layer (electronics); Surface layer; Crystal (programming language); Chemical engineering; Inorganic chemistry; Metallurgy; Composite material; Chemistry; Adsorption; Physical chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002528879,0.0002915612,0.0002054397,0.000319203,0.0002333707,0.0004684629,0.000324671,0.0003358411,0.0008632406],"category_scores_gemma":[0.0005754936,0.0001732191,0.0001938703,0.0002914303,0.0002594032,0.0003402258,0.000281331,0.0005303705,0.0002481851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003278242,"about_ca_system_score_gemma":0.0002369859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003092569,"about_ca_topic_score_gemma":0.006180732,"domain_scores_codex":[0.9997167,0.0000156736,0.000009677574,0.00005985091,0.0001634209,0.00003471968],"domain_scores_gemma":[0.9996395,0.00008779469,0.00007927278,0.00002517133,0.0001429637,0.00002526607],"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":[0.00002963821,0.00001218828,0.001091954,0.00002063144,0.000005057224,0.00002966527,0.00005673259,0.00007161262,0.9963902,0.00002969542,0.00003831832,0.0022242],"study_design_scores_gemma":[0.000002936642,0.0001215995,0.008296029,0.000002229771,0.000009520292,0.00005585432,0.00007968445,0.001774373,0.9890825,0.00001572136,0.0005503339,0.000009136908],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840112,0.0002528501,0.01359277,0.00006443708,0.00002989284,0.00003746821,0.0002642658,0.0001905942,0.001556455],"genre_scores_gemma":[0.9833236,0.00033319,0.01389327,0.00005670042,0.000009031493,0.00003691059,0.0001282492,0.0000345048,0.002184547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003092569,"threshold_uncertainty_score":0.006149113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02537809863606239,"score_gpt":0.2627460296297472,"score_spread":0.2373679309936849,"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."}}