{"id":"W6906847879","doi":"10.17632/cpygc6d2jy.2","title":"Speciation of Nb and Ta in magmatic-hydrothermal titanite and ilmenite: Insights from combined SXAS and XPS analyses and implications for Nb/Ta systematics","year":2024,"lang":"en","type":"dataset","venue":"Data Archiving and Networked Services (DANS)","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Titanite; XANES; Genetic algorithm; Mineral; Natural (archaeology); X-ray photoelectron spectroscopy; Systematics","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":[0.0009114284,0.0008330652,0.0007782799,0.003164059,0.0005993899,0.001101636,0.001408026,0.0008147555,0.02035104],"category_scores_gemma":[0.002143926,0.0002989204,0.0007819746,0.005768645,0.0002540236,0.0009575616,0.001186307,0.0009263103,0.01163552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001314413,"about_ca_system_score_gemma":0.0009691969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02124485,"about_ca_topic_score_gemma":0.04629516,"domain_scores_codex":[0.9994075,0.00007967665,0.00008394555,0.0002115735,0.0001332989,0.0000839213],"domain_scores_gemma":[0.9993421,0.0002100599,0.00009134045,0.0001196647,0.0001925235,0.00004425731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006219284,0.0001208294,0.03797533,0.006824626,0.0003802058,0.0001938565,0.0003400154,0.003099481,0.007026638,0.003178536,0.9206821,0.01955641],"study_design_scores_gemma":[0.0003305242,0.00004371506,0.07785395,0.0005339523,0.0001369421,0.0001270849,0.0004692218,0.001868656,0.003898015,0.00324578,0.9114226,0.00006955664],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001535211,0.00007376125,0.00007829219,0.00004923902,0.000008668291,0.000005742152,0.997497,0.0001196006,0.0006325564],"genre_scores_gemma":[0.003113235,0.0001163781,0.0006035508,0.00003262469,0.000004074403,0.00005017529,0.9956221,0.00006382969,0.0003941134],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02124485,"threshold_uncertainty_score":0.06808108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02859456435577881,"score_gpt":0.2609525411112184,"score_spread":0.2323579767554396,"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."}}