{"id":"W4407901154","doi":"10.1016/j.gsf.2025.102031","title":"CAUM: A software for calculating and assessing chemical ages of uranium minerals","year":2025,"lang":"en","type":"article","venue":"Geoscience Frontiers","topic":"Radioactive element chemistry and processing","field":"Chemistry","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Chengdu University of Technology","keywords":"Uranium; Geochemistry; Geology; Earth science; Uranium ore; Mineralogy; Metallurgy; Materials science","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":[0.002842868,0.001644886,0.001312076,0.00328322,0.0009856091,0.002505907,0.002647806,0.001033914,0.03138055],"category_scores_gemma":[0.008877428,0.001307846,0.001882973,0.002278977,0.0005181555,0.003199725,0.003543751,0.001892493,0.01678954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008117271,"about_ca_system_score_gemma":0.00274939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003172832,"about_ca_topic_score_gemma":0.003940379,"domain_scores_codex":[0.9985097,0.0001636529,0.0002157953,0.0003673171,0.0006359306,0.0001075291],"domain_scores_gemma":[0.9977924,0.0008093282,0.000330473,0.0002807809,0.0006849872,0.0001020778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006932868,0.0001484562,0.02438016,0.005772122,0.0009031597,0.0007190941,0.0011592,0.02871865,0.03000669,0.01690468,0.55366,0.3369346],"study_design_scores_gemma":[0.0002390527,0.0001162349,0.01686601,0.0006108857,0.0002715708,0.001097101,0.0002172746,0.1601672,0.0598724,0.02227332,0.7378186,0.0004502984],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01307897,0.0009471345,0.4712858,0.0003875472,0.0004095753,0.0004633015,0.05746026,0.4458658,0.0101017],"genre_scores_gemma":[0.0552973,0.001067218,0.7629552,0.0007737776,0.0001584812,0.002371458,0.07794317,0.08717313,0.0122603],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03138055,"threshold_uncertainty_score":0.1049784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01198155933544579,"score_gpt":0.2815702564596526,"score_spread":0.2695886971242067,"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."}}