{"id":"W4412596009","doi":"10.3390/min15080773","title":"Comparative Evaluation of X-Ray Transmission and X-Ray Luminescence Sorting Technologies for Fine Diamond Recovery","year":2025,"lang":"en","type":"article","venue":"Minerals","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rio Tinto (Canada); Natural Resources Canada; University of Saskatchewan; Saskatchewan Research Council (Canada)","funders":"","keywords":"X-ray; Diamond; Sorting; Luminescence; Materials science; Nanotechnology; Computer science; Physics; Optoelectronics; Optics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002840267,0.0001155497,0.0002304851,0.0001097687,0.00005017373,0.00001152973,0.00007356438,0.00005355517,0.000006310535],"category_scores_gemma":[0.0001292588,0.0001057085,0.00003501328,0.0001837185,0.00004723834,0.0001654535,0.00001438356,0.0000704902,3.948378e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000259215,"about_ca_system_score_gemma":0.00001521467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002501008,"about_ca_topic_score_gemma":0.000004544128,"domain_scores_codex":[0.9993406,0.0000169947,0.0002502601,0.0001479427,0.0001019402,0.0001422451],"domain_scores_gemma":[0.9995792,0.0001407754,0.00004787078,0.0001162712,0.0001028472,0.00001304147],"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":[0.00002142226,0.0000174704,0.0002166962,0.0002319233,0.0000327805,2.350592e-7,0.0003588683,0.1205983,0.7620509,0.0001274241,0.0006945646,0.1156494],"study_design_scores_gemma":[0.001152178,0.00006322424,0.00107998,0.0005427938,0.0001202592,6.964884e-7,0.0008847709,0.4861075,0.5006904,0.006289938,0.002806586,0.0002616287],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8029498,0.006945877,0.1870474,0.000251482,0.0001454207,0.0005836025,0.00001295347,0.0002321477,0.001831294],"genre_scores_gemma":[0.9853061,0.00008862367,0.0142057,0.000009010853,0.00001310244,0.00008427527,0.00001060773,0.000008098245,0.000274512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3655092,"threshold_uncertainty_score":0.4310667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02619712146305044,"score_gpt":0.3004126997734,"score_spread":0.2742155783103496,"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."}}