{"id":"W4367300006","doi":"10.1016/j.gca.2023.04.024","title":"Community recommendations for geochemical data, services and analytical capabilities in the 21st century","year":2023,"lang":"en","type":"article","venue":"Geochimica et Cosmochimica Acta","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McGill University","funders":"Division of Earth Sciences; Gates Cambridge Trust; Nuclear Safety and Security Commission; HORIZON EUROPE Framework Programme; Cambridge Trust; Eidgenössische Technische Hochschule Zürich; Deutsche Forschungsgemeinschaft; Geological Society of Australia; Deutscher Akademischer Austauschdienst; Geochemical Society; European Commission; Bill and Melinda Gates Foundation; Centre of Excellence for Core to Crust Fluid Systems, Australian Research Council; National Aeronautics and Space Administration; Consortium of Universities for the Advancement of Hydrologic Science; Geocenter Danmark; Natural Environment Research Council; Science Foundation Ireland; National Science Foundation","keywords":"Data science; Computer science; Earth science; Variety (cybernetics); Data sharing; Data quality; Outreach; Data management; Data curation; Political science; Service (business); Data mining; Business; Geology","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":[0.07361362,0.002368796,0.002356612,0.01138453,0.005045761,0.02085831,0.01529645,0.03576196,0.09247117],"category_scores_gemma":[0.1785445,0.002239225,0.004615785,0.01770474,0.005719783,0.02446763,0.02178949,0.0247635,0.06566387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01009066,"about_ca_system_score_gemma":0.08926623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07249267,"about_ca_topic_score_gemma":0.08675317,"domain_scores_codex":[0.9353474,0.01728038,0.007082775,0.003231111,0.03064547,0.006412902],"domain_scores_gemma":[0.7213965,0.04963779,0.008618444,0.01810666,0.1663336,0.03590687],"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":[0.00002902365,0.00006718675,0.0002856315,0.0006531745,0.00001647128,0.0000925173,0.0003455543,0.0001526766,0.0003084719,0.005888098,0.9468367,0.04532443],"study_design_scores_gemma":[0.00002313555,0.00001287918,0.0003266311,0.001398307,0.00001515603,0.00003914692,0.0004401453,0.0000863496,0.0001272592,0.005792983,0.9916966,0.0000413761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0007408979,0.01576277,0.02396847,0.778044,0.04726207,0.00187678,0.01255354,0.005499853,0.1142916],"genre_scores_gemma":[0.008108003,0.03304014,0.1823052,0.5774041,0.009234386,0.005967379,0.02698499,0.004026027,0.1529297],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09247117,"threshold_uncertainty_score":0.3893107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06260135646519477,"score_gpt":0.3063166940506335,"score_spread":0.2437153375854387,"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."}}