{"id":"W4408133768","doi":"10.1016/j.apgeochem.2025.106342","title":"Applied geochemistry presents its 2024 excellence-in-review awards","year":2025,"lang":"en","type":"article","venue":"Applied Geochemistry","topic":"Radioactive element chemistry and processing","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Excellence; Geology; Geochemistry; Earth science; Mining engineering; Political 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004019522,0.0008298941,0.0009000522,0.00007111592,0.0002603366,0.000110682,0.001212254,0.0006310878,0.01053679],"category_scores_gemma":[0.0001565496,0.0009321349,0.0002330684,0.0007999012,0.0001998377,0.0001163443,0.0004004083,0.001274282,0.0000970458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003485325,"about_ca_system_score_gemma":0.0004551556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001054857,"about_ca_topic_score_gemma":0.000001499544,"domain_scores_codex":[0.9955983,0.00001200237,0.001053603,0.001523882,0.0006961544,0.001116117],"domain_scores_gemma":[0.9977595,0.0002072154,0.0003622343,0.001268321,0.0001326422,0.0002700633],"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":[0.00012363,0.0003307167,0.00053535,0.02037903,0.0001737887,0.00003730503,0.00004999107,0.00001625768,0.9232481,0.0001281916,0.04365416,0.01132355],"study_design_scores_gemma":[0.001286842,0.000002101113,0.00002993212,0.002630291,0.000143604,0.00001423603,0.0002973768,0.00007625716,0.9318243,0.0009903328,0.06191906,0.00078561],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06642631,0.01643067,0.00005022634,0.0005845522,0.0001415754,0.0003076327,0.0001113509,0.000248254,0.9156994],"genre_scores_gemma":[0.9541197,0.003423285,0.0001481219,0.0006555622,0.0004234022,0.0007309683,0.0004976068,0.00006316585,0.0399382],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8876934,"threshold_uncertainty_score":0.9993129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01128336210079891,"score_gpt":0.2751362691754853,"score_spread":0.2638529070746864,"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."}}