{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002664601,0.000259625,0.0003896737,0.0001969559,0.00005654117,0.000277845,0.0001440322,0.00007827796,0.001690278],"category_scores_gemma":[0.00000441442,0.000213976,0.00002871856,0.0002463719,0.00005396623,0.0004322545,0.00001322513,0.00005127682,0.00002633767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007294587,"about_ca_system_score_gemma":0.00006578447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003369556,"about_ca_topic_score_gemma":0.000001472428,"domain_scores_codex":[0.9985583,0.00008310694,0.0004687633,0.000282905,0.0002621783,0.0003446944],"domain_scores_gemma":[0.9996126,0.00003091386,0.00006858948,0.0001800195,0.00004741559,0.00006043319],"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":[0.0002566767,0.000008577876,0.00001334801,0.001886964,0.00002814782,0.00001392634,0.0001011845,0.00214363,0.9937395,0.00002999488,0.000006909941,0.001771143],"study_design_scores_gemma":[0.0003767019,0.0001509519,0.0002993428,0.0003844429,0.00003547238,0.000002058991,0.00001110225,0.002319862,0.9932922,0.00001533978,0.002864868,0.0002476599],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939934,0.000958214,0.002859325,0.00006004213,0.0008954493,0.0004589176,0.0002694012,0.000355703,0.0001495377],"genre_scores_gemma":[0.9981607,0.0004782199,0.0004338648,0.00001023448,0.0002030056,0.00009648941,0.0004845783,0.0000780766,0.00005488318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004167238,"threshold_uncertainty_score":0.9992223,"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."}}