{"id":"W4291209059","doi":"10.2139/ssrn.4188807","title":"Characterization of Sodium and Calcium Addition on Immediate Aqueous Interactions of Binary Borate Glasses by Dynamic Vapour Sorption with In-Situ Raman","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Glass properties and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Sorption; Raman spectroscopy; Aqueous solution; In situ; Boron; Sodium; Calcium; Inorganic chemistry; Materials science; Characterization (materials science); Binary number; Chemistry; Nuclear chemistry; Physical chemistry; Organic chemistry; Nanotechnology; Adsorption; Metallurgy; Physics","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":[0.000156233,0.0002915474,0.0002212153,0.0001613578,0.0002555041,0.0003363406,0.000246809,0.0002727643,0.001794931],"category_scores_gemma":[0.0002442733,0.0001887687,0.0001654665,0.0001422036,0.0003631513,0.0002589646,0.0003054861,0.0003322506,0.0002428996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002216849,"about_ca_system_score_gemma":0.0002204325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002014864,"about_ca_topic_score_gemma":0.002803684,"domain_scores_codex":[0.9998059,0.00001563847,0.000009307484,0.00004413064,0.00006840102,0.00005662273],"domain_scores_gemma":[0.9998566,0.00005827896,0.00002891212,0.000009939898,0.00002952088,0.00001665788],"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":[0.00004936112,0.000005002341,0.0001070928,0.00001629803,0.000002491891,0.000009489436,0.00002474154,0.00001764383,0.9992804,0.00002035003,0.000009222668,0.0004579952],"study_design_scores_gemma":[0.000003694173,0.00005811842,0.001524583,0.00000151968,0.000005329923,0.00001239432,0.00003919942,0.0003759504,0.9976301,0.00001379214,0.0003311947,0.000004065761],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997386,0.0003016797,0.0009595192,0.00002803502,0.00001429454,0.00001204411,0.00009870886,0.00002660846,0.001173175],"genre_scores_gemma":[0.9974934,0.0002188148,0.0008272625,0.00002257662,0.000005639269,0.00001408604,0.0000743042,0.00001871095,0.001325233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002014864,"threshold_uncertainty_score":0.006004632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00611312628254283,"score_gpt":0.2222183004407355,"score_spread":0.2161051741581926,"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."}}