{"id":"W3005017861","doi":"10.5880/gfz.lis.2018.001","title":"R-Tools for Statistical Evaluation and Exploration of Granulometric and Bulk Geochemical Data","year":2018,"lang":"en","type":"article","venue":"Open MIND","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Helmholtz-Gemeinschaft","keywords":"Geology","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":[0.0271633,0.005934832,0.004917517,0.007705938,0.001467737,0.007847973,0.006183729,0.001956961,0.1298367],"category_scores_gemma":[0.1367278,0.003298807,0.004474695,0.006528206,0.002546156,0.005820387,0.005541284,0.006874269,0.08891125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001768513,"about_ca_system_score_gemma":0.005814276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003525745,"about_ca_topic_score_gemma":0.003249358,"domain_scores_codex":[0.9803548,0.007561382,0.003284666,0.003598868,0.004561173,0.0006390396],"domain_scores_gemma":[0.8607997,0.1032847,0.008740813,0.01429865,0.01166705,0.001209084],"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":[0.0008523535,0.0001609863,0.007254691,0.009967797,0.002483616,0.0008409884,0.001084574,0.01080032,0.005098963,0.03107299,0.809849,0.1205337],"study_design_scores_gemma":[0.0008635785,0.0002643832,0.01085512,0.003834148,0.001077032,0.001520582,0.0005089705,0.04614953,0.007868976,0.1389503,0.7875066,0.0006006488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003348152,0.00178393,0.5224892,0.001587468,0.001242094,0.001937834,0.2011493,0.2590357,0.007426389],"genre_scores_gemma":[0.02714463,0.001591295,0.7213016,0.001554468,0.0006010846,0.0119968,0.1022646,0.1262973,0.007248207],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1298367,"threshold_uncertainty_score":0.434347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2544355127008457,"score_gpt":0.3935731153335706,"score_spread":0.1391376026327248,"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."}}