{"id":"W4327544835","doi":"10.1180/mgm.2023.18","title":"Quantitative evaluation of metamictisation of columbite-(Mn) from rare-element pegmatites using Raman spectroscopy","year":2023,"lang":"en","type":"article","venue":"Mineralogical Magazine","topic":"Nuclear materials and radiation effects","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Fundamental Research Funds for the Central Universities; Nanjing University; National Natural Science Foundation of China","keywords":"Columbite; Pegmatite; Full width at half maximum; Raman spectroscopy; Analytical Chemistry (journal); Materials science; Spodumene; Chemistry; Mineralogy; Crystallography; Optics; Physics; Ceramic; Metallurgy","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":[0.0002583739,0.0002937829,0.0001268047,0.0006013938,0.0001621757,0.0003651537,0.0001716131,0.0002457846,0.0008862173],"category_scores_gemma":[0.000399771,0.0001822851,0.000129381,0.0003302229,0.0003053623,0.0002628601,0.0002722379,0.0002720213,0.0001143922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002896733,"about_ca_system_score_gemma":0.00008163881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001035352,"about_ca_topic_score_gemma":0.002194203,"domain_scores_codex":[0.999823,0.00002010234,0.00001058003,0.00005278936,0.0000689884,0.00002452053],"domain_scores_gemma":[0.999797,0.00004747316,0.00006209987,0.00001415762,0.00005620721,0.00002293175],"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":[0.00005869814,0.000003296222,0.002410521,0.00003448123,0.000006901865,0.00002926593,0.00006506425,0.0001452099,0.9952749,0.0000377522,0.000006266385,0.001927679],"study_design_scores_gemma":[0.000004520379,0.0001012327,0.04694894,0.000007883612,0.00001915604,0.0001266641,0.0001912793,0.001680375,0.9496652,0.00003967043,0.001203811,0.00001113452],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968016,0.00014983,0.002243013,0.000008159467,0.000002515754,0.000009834972,0.0001429483,0.00003019678,0.0006119236],"genre_scores_gemma":[0.9977794,0.00007764964,0.001350619,0.000006778935,0.000001008024,0.000009350621,0.0001208418,0.00001331145,0.000641104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001035352,"threshold_uncertainty_score":0.002964735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07243194948543505,"score_gpt":0.3357907654509819,"score_spread":0.2633588159655468,"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."}}