{"id":"W4391233234","doi":"10.62252/nss.2024.1009","title":"Preliminary discussion on pyrrhotite, gold killer in Wells-Barkerville, British Columbia, Canada","year":2024,"lang":"en","type":"article","venue":"Naturalis scientias.","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College; ARC Resources (Canada)","funders":"","keywords":"Lode; Pyrrhotite; Geology; Pyrite; Placer mining; Geochemistry; Drilling; Arsenopyrite; Vein; Mining engineering; Gold mining; Mineralogy; Geomorphology; Chalcopyrite; Copper; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005420501,0.0003572398,0.0002324615,0.001710993,0.008817821,0.002032574,0.00116842,0.0008227924,0.01283222],"category_scores_gemma":[0.0008588024,0.0002224615,0.0002514482,0.003548708,0.0007308936,0.0005425957,0.000718912,0.001023376,0.0008963157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02904659,"about_ca_system_score_gemma":0.04967088,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9959549,"about_ca_topic_score_gemma":0.9992317,"domain_scores_codex":[0.99934,0.00003976915,0.0000311132,0.00006742283,0.0002436483,0.0002781236],"domain_scores_gemma":[0.9986466,0.00008595276,0.00005467232,0.00002015226,0.0009572643,0.0002353915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005012313,0.0003843789,0.3834404,0.001814017,0.00007245307,0.01008236,0.02868727,0.001003826,0.01355282,0.006860822,0.3340087,0.2195917],"study_design_scores_gemma":[0.00001884869,0.00008356707,0.3490252,0.000490302,0.00003903524,0.0006104974,0.04486252,0.0001860863,0.001910748,0.0002903284,0.6024176,0.00006518136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4337476,0.04816285,0.001466941,0.04749255,0.002752841,0.0009747486,0.01659051,0.0001784119,0.4486336],"genre_scores_gemma":[0.5977938,0.03106624,0.001933595,0.009342425,0.000450127,0.0001251231,0.00682818,0.00008640956,0.3523741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02904659,"threshold_uncertainty_score":0.2107487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005777951235395758,"score_gpt":0.2005410846122284,"score_spread":0.1947631333768326,"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."}}