{"id":"W4406127600","doi":"10.1016/j.oregeorev.2025.106447","title":"Pyrite geochemistry for deposit type prediction and exploration in the Golden Triangle, northwest British Columbia, Canada","year":2025,"lang":"en","type":"article","venue":"Ore Geology Reviews","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; Laurentian University; Geological Survey of Canada; Natural Resources Canada","funders":"Natural Resources Canada","keywords":"Geology; Pyrite; Geochemistry; Archaeology; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002145659,0.000507609,0.0002618656,0.00143138,0.001594618,0.001208626,0.0008576968,0.000352948,0.003223174],"category_scores_gemma":[0.0006858181,0.0002339914,0.0002619105,0.002292351,0.000377431,0.0003577375,0.0006813296,0.0005469752,0.0007773475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01508237,"about_ca_system_score_gemma":0.01943609,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9942724,"about_ca_topic_score_gemma":0.9979201,"domain_scores_codex":[0.9997271,0.00001043597,0.00001317544,0.00006345494,0.0001115078,0.00007425217],"domain_scores_gemma":[0.9993756,0.00002521223,0.00003551519,0.00002231438,0.0004602167,0.00008111997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002454155,0.0001496317,0.7646875,0.0003112125,0.000160749,0.0007904241,0.0006669579,0.03138729,0.006545566,0.001452677,0.03429978,0.1593027],"study_design_scores_gemma":[0.00005360352,0.00003217151,0.7992319,0.0002761106,0.00009037519,0.0001816948,0.002945852,0.1346771,0.005875119,0.000849221,0.05569421,0.00009274717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918268,0.002817356,0.0058769,0.001639699,0.00005412224,0.0002105533,0.03938363,0.0007303688,0.0310194],"genre_scores_gemma":[0.9659607,0.0008819491,0.005460796,0.0001228214,0.00000768175,0.00004089698,0.01212669,0.00007874607,0.01531968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01508237,"threshold_uncertainty_score":0.1094308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01680611371569924,"score_gpt":0.2241751054416767,"score_spread":0.2073689917259774,"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."}}