{"id":"W2157552880","doi":"10.1144/1467-7873/08-174","title":"From geochemical prospecting to international geochemical mapping: a historical overview","year":2008,"lang":"en","type":"article","venue":"Geochemistry Exploration Environment Analysis","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Prospecting; Geology; Geochemistry; Earth science; Archaeology; Geography","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":[0.0002460882,0.0003837353,0.0005067086,0.0001802093,0.0002685027,0.0001005,0.00126362,0.0002307224,0.001258205],"category_scores_gemma":[0.000266692,0.0004192254,0.000402819,0.001021877,0.00006610287,0.0005234112,0.0007539684,0.0003281663,0.0002467408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000739578,"about_ca_system_score_gemma":0.0000439742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008620052,"about_ca_topic_score_gemma":0.000001947768,"domain_scores_codex":[0.996609,0.000047531,0.0006969832,0.001295456,0.000858969,0.0004920283],"domain_scores_gemma":[0.9980307,0.00009497951,0.0002802558,0.00113893,0.0001014362,0.0003537507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008715324,0.001637885,0.0527367,0.00008071381,0.002948465,0.0004104899,0.0092612,0.02239666,0.8509524,0.0005419138,0.05290187,0.006044587],"study_design_scores_gemma":[0.001063924,0.00005320294,0.004464414,0.00006729356,0.0003882031,0.00006950627,0.0004902902,0.08272012,0.4406152,0.006798554,0.4613975,0.001871835],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2140661,0.00039486,0.7419075,0.03409681,0.0003164083,0.0004735016,0.00003753536,0.0005360006,0.008171296],"genre_scores_gemma":[0.9522389,0.0002000484,0.03962277,0.0004692015,0.0007163963,0.0003070374,0.0007459174,0.00001106364,0.005688625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7381728,"threshold_uncertainty_score":0.999826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04188691783003929,"score_gpt":0.2258598515218436,"score_spread":0.1839729336918043,"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."}}