{"id":"W4387565956","doi":"10.2139/ssrn.4601075","title":"Monitoring Alterations in a Salt Layer's Deliquescence Properties During the Atmospheric Corrosion of a Metal Surface Using a Quartz Crystal Microbalance","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Gas Sensing Nanomaterials and Sensors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nuclear Waste Management Organization; Western University; University of Regina","funders":"","keywords":"Quartz crystal microbalance; Corrosion; Quartz; Metal; Materials science; Layer (electronics); Salt (chemistry); Chemical engineering; Crystal (programming language); Inorganic chemistry; Metallurgy; Composite material; Chemistry; Adsorption; Organic chemistry; Engineering","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":[0.000141647,0.0002378903,0.0001984425,0.0001982825,0.000240767,0.0002968563,0.0003029318,0.0003459195,0.0008126693],"category_scores_gemma":[0.000264325,0.0001166336,0.0001766949,0.000172088,0.0002506937,0.0002849824,0.0001843917,0.0003982776,0.0001816026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000234525,"about_ca_system_score_gemma":0.0001383651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002350105,"about_ca_topic_score_gemma":0.002179786,"domain_scores_codex":[0.9998772,0.000008555047,0.00000355291,0.00003994958,0.00005009109,0.00002068146],"domain_scores_gemma":[0.9998522,0.00004664694,0.00002156989,0.00001139086,0.00005053669,0.00001759362],"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":[0.00007410464,0.00000715597,0.0005981795,0.00001484924,0.000004971861,0.00003180111,0.00003729995,0.00003480483,0.9981566,0.00001793238,0.00002262211,0.0009996182],"study_design_scores_gemma":[0.000003699062,0.00009864009,0.008646017,0.000001202708,0.000008781029,0.00005773099,0.00003996614,0.001084731,0.9896613,0.00001318256,0.0003788903,0.000005904047],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943627,0.000254737,0.004168795,0.0000467479,0.00002054336,0.00001190815,0.0002416565,0.00008499703,0.000807902],"genre_scores_gemma":[0.9955835,0.0001901421,0.002842735,0.00002544701,0.000009245666,0.00001020116,0.0001527191,0.00002109507,0.001164933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002350105,"threshold_uncertainty_score":0.004672825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204839915169912,"score_gpt":0.2309606001370715,"score_spread":0.2104766086200803,"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."}}