{"id":"W4381335540","doi":"10.2138/gselements.19.2.118","title":"Association of Applied Geochemists","year":2023,"lang":"en","type":"article","venue":"Elements","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Geochemistry; Mineralogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007189889,0.0009128424,0.0009367535,0.003476271,0.003081826,0.00728155,0.002166965,0.003809064,0.139584],"category_scores_gemma":[0.01420998,0.0006463983,0.0007493293,0.004864552,0.002072806,0.003887034,0.006182647,0.004614675,0.1360081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002636649,"about_ca_system_score_gemma":0.01729927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004130309,"about_ca_topic_score_gemma":0.009093644,"domain_scores_codex":[0.9893438,0.001596321,0.0009530212,0.001907703,0.004937572,0.001261665],"domain_scores_gemma":[0.9750944,0.002145471,0.001450301,0.002881172,0.01412422,0.004304314],"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":[0.00008633344,0.0001012837,0.002493319,0.0004288673,0.00002253094,0.0002715394,0.0002442602,0.0001339221,0.001648811,0.01226577,0.738414,0.2438893],"study_design_scores_gemma":[0.000002913937,0.000006941782,0.0004955117,0.00005927909,0.000002173869,0.0000756768,0.00005699298,0.00005339035,0.0001658204,0.001094091,0.9979827,0.000004450216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005514285,0.04313675,0.0417596,0.1625917,0.06526397,0.0007146986,0.006129706,0.004115051,0.6707743],"genre_scores_gemma":[0.02580356,0.02977109,0.01817264,0.02414693,0.009093024,0.0008621396,0.004583825,0.001074253,0.8864927],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.139584,"threshold_uncertainty_score":0.4669549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009553809809106506,"score_gpt":0.252071648938956,"score_spread":0.2425178391298495,"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."}}