{"id":"W3174992164","doi":"10.1016/j.gexplo.2021.106847","title":"Application of portable X-ray and micro-X-ray fluorescence spectrometry to characterize alteration and mineralization within various gold deposits hosted in southern New Brunswick, Canada","year":2021,"lang":"en","type":"article","venue":"Journal of Geochemical Exploration","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geological Survey of Canada; Government of New Brunswick; University of New Brunswick","funders":"","keywords":"Geology; Mineralization (soil science); Geochemistry; Mesothermal; Carbonate; Intrusion; Mineralogy; Metallogeny; Hydrothermal circulation; Pyrite; Paleontology; Chemistry; Fluid inclusions; Soil water; Soil science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002438905,0.0001118722,0.0002241967,0.00008327865,0.00002937422,0.00007655082,0.0001488645,0.00007437818,0.00000263417],"category_scores_gemma":[0.0002662978,0.0001103183,0.00001945167,0.000474747,0.0000145903,0.0004689663,0.0000679656,0.0001413347,3.593005e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006267354,"about_ca_system_score_gemma":0.0006175465,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01336928,"about_ca_topic_score_gemma":0.02479096,"domain_scores_codex":[0.9987923,0.00004826672,0.0005522093,0.0002304112,0.0002436561,0.0001331462],"domain_scores_gemma":[0.9989135,0.00004558451,0.0004186984,0.0001598414,0.0003357382,0.0001266795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002229295,0.00003895875,0.005952554,0.00003707201,0.000009076182,0.00001892531,0.001260516,0.001512809,0.9893496,0.0003090018,0.00008065929,0.001408516],"study_design_scores_gemma":[0.001113805,0.0001620053,0.04662243,0.0002451346,0.00002866952,0.0002901741,0.0005708844,0.05575887,0.8925984,0.001833524,0.0004284111,0.0003476844],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6992297,0.0001197396,0.2973314,0.003140291,0.00006067795,0.00009257647,0.000001471863,0.000005797491,0.00001835318],"genre_scores_gemma":[0.9558289,0.00002639218,0.04372131,0.0001750843,0.00007553867,0.000001884235,0.00003994648,0.000003085785,0.0001278438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2565992,"threshold_uncertainty_score":0.9932008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009539838592617549,"score_gpt":0.1989581860164484,"score_spread":0.1894183474238308,"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."}}