{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001793776,0.0005187871,0.0003982799,0.001093866,0.0003669737,0.0009565909,0.0009576141,0.00062705,0.001279828],"category_scores_gemma":[0.002373273,0.00026824,0.0004025529,0.0007303972,0.000411528,0.00095771,0.0005060678,0.0004116147,0.0003952655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004886115,"about_ca_system_score_gemma":0.0006477865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001609948,"about_ca_topic_score_gemma":0.003348666,"domain_scores_codex":[0.9985246,0.0002377978,0.0001332775,0.0001778331,0.0007939645,0.000132573],"domain_scores_gemma":[0.9985496,0.0006558394,0.0001871238,0.00008892996,0.0004588391,0.00005956143],"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":[0.0006088763,0.000166326,0.001104456,0.0002640355,0.00002286236,0.00008622366,0.000138636,0.0007880109,0.9656429,0.0002025326,0.0001122668,0.03086298],"study_design_scores_gemma":[0.00002436423,0.0009017044,0.004473089,0.00001300263,0.00004634139,0.0002500404,0.0001161971,0.004286054,0.9881368,0.00005662811,0.001673637,0.00002220657],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442104,0.002746441,0.04947123,0.000250892,0.00004059797,0.0003197841,0.0002174783,0.0006076912,0.002135484],"genre_scores_gemma":[0.8752407,0.003801739,0.1136789,0.0001647897,0.0000327846,0.0001704939,0.0004661119,0.0001591374,0.006285322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001793776,"threshold_uncertainty_score":0.009486496,"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."}}