{"id":"W4396722220","doi":"10.1039/d4ma00044g","title":"Characterization of hydrated magnesium carbonate materials with synchrotron radiation-based scanning transmission X-ray spectromicroscopy","year":2024,"lang":"en","type":"article","venue":"Materials Advances","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Vetenskapsrådet; Academy of Finland; Svenska Forskningsrådet Formas; VINNOVA","keywords":"Synchrotron radiation; Characterization (materials science); Magnesium; X-ray; Materials science; Carbonate; Optics; Mineralogy; Nanotechnology; Chemistry; 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":[0.0001512343,0.000242377,0.000158961,0.0004475752,0.0001522789,0.0002299959,0.0002190808,0.0002142564,0.001309221],"category_scores_gemma":[0.0002498752,0.0001562271,0.0001565596,0.0003691468,0.0001906351,0.0001983464,0.0001345205,0.0002526813,0.0001851417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002061902,"about_ca_system_score_gemma":0.0001529107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00116857,"about_ca_topic_score_gemma":0.002172389,"domain_scores_codex":[0.9998957,0.000007656297,0.000008308557,0.00001591152,0.00005596819,0.0000163492],"domain_scores_gemma":[0.9998778,0.00002323512,0.00003033417,0.00001136253,0.00004210463,0.00001522741],"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":[0.00004585165,0.000006048843,0.0002280287,0.00002583032,0.000003638376,0.00003351866,0.00002094472,0.00009874136,0.9983178,0.00007276399,0.00002489901,0.001121969],"study_design_scores_gemma":[0.000006089295,0.00006453219,0.00411318,0.000004088572,0.000007933119,0.00007926642,0.0000330856,0.000827653,0.9933595,0.00002890432,0.001469778,0.00000598107],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924183,0.0005339756,0.004539042,0.00003334376,0.00001187139,0.00003351458,0.0006402836,0.00009159409,0.001698175],"genre_scores_gemma":[0.9923825,0.0003716963,0.004966823,0.00002158242,0.000003352013,0.0000250627,0.0006213185,0.0000319663,0.001575799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001309221,"threshold_uncertainty_score":0.004379749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00419340972210782,"score_gpt":0.2230459968341257,"score_spread":0.2188525871120179,"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."}}