{"id":"W2356107088","doi":"","title":"RECENT DEVELOPMENTS ON DEEP PENETRATING GEOCHEMISTRY","year":2003,"lang":"en","type":"article","venue":"Dixue qianyuan","topic":"Geoscience and Mining Technology","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Geochemistry; China; Volcano; Mineralization (soil science); Sedimentary rock; Archaeology; Geography; Soil water; Soil science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008809482,0.0001019007,0.00007668476,0.00004803854,0.00006009473,0.0000175366,0.000134902,0.00008802782,0.0001273471],"category_scores_gemma":[0.0001081555,0.000104753,0.00001561408,0.000167135,0.00002177401,0.00003366889,0.00001197918,0.0001403341,0.0001397492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004575677,"about_ca_system_score_gemma":0.00001950447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.927339e-7,"about_ca_topic_score_gemma":0.000006829872,"domain_scores_codex":[0.9993713,0.000005315598,0.0001158875,0.0001500049,0.0000920946,0.000265356],"domain_scores_gemma":[0.9997373,0.00001299692,0.00001475007,0.0001683076,0.00001651816,0.00005008646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000716377,0.0001744901,0.02241975,0.000107953,0.00008001729,0.0001105102,0.001351974,0.003191899,0.1373644,0.009101284,0.007371592,0.818719],"study_design_scores_gemma":[0.0006355608,0.00009058722,0.01171519,0.00009324477,0.0000112843,0.00006062012,0.0007368349,0.004622766,0.6020879,0.001561171,0.377574,0.0008108429],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8524074,0.0001772549,0.0004918193,0.00004958008,0.0003589249,0.00005592735,0.000001049027,0.0003701756,0.1460879],"genre_scores_gemma":[0.9944369,0.00008145834,0.005168867,0.00008530535,0.00001552742,0.00001325101,0.000004899214,0.00001385324,0.0001798946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8179081,"threshold_uncertainty_score":0.4271704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01213471920164665,"score_gpt":0.2105327564667082,"score_spread":0.1983980372650616,"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."}}