{"id":"W4381250390","doi":"10.1007/978-3-031-27897-6_9","title":"Light Stable Isotopes in Volcanic-Hosted Massive Sulfide Ore Systems","year":2023,"lang":"en","type":"book-chapter","venue":"Mineral resource reviews","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Université Laval","funders":"","keywords":"Volcanogenic massive sulfide ore deposit; Hydrothermal circulation; Geochemistry; Geology; Seawater; Volcano; Mineral; Sulfide minerals; Sulfide; Stable isotope ratio; Sulfur; Pyrite; Chemistry; Oceanography; Paleontology","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":["insufficient_payload"],"category_scores_codex":[0.0006632035,0.0005595154,0.001584187,0.0002353741,0.00008736455,0.00009368463,0.0005463185,0.0004028365,0.01008623],"category_scores_gemma":[0.0002810004,0.0003540179,0.000474858,0.0003226059,0.00006444866,0.0000635041,0.00007713606,0.0006316847,0.006627676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002011572,"about_ca_system_score_gemma":0.00003377815,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004315397,"about_ca_topic_score_gemma":0.02178586,"domain_scores_codex":[0.996903,0.0001514867,0.001093767,0.0007792407,0.0004547201,0.000617794],"domain_scores_gemma":[0.9984733,0.0002427678,0.0004344499,0.0004996572,0.00006306465,0.000286774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004007568,0.0001396133,0.06419701,0.005596949,0.0008854591,0.00333454,0.0006322107,0.01128105,0.0009830962,0.009924975,0.6055725,0.2970519],"study_design_scores_gemma":[0.0001310272,0.00007141111,0.0009150904,0.0008769477,0.00009827986,0.000006953601,0.00002211879,0.0008908684,0.000004334732,0.00230629,0.9941967,0.0004800151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003707648,0.1414823,0.000003226022,0.001598295,0.0002525597,0.001316886,0.0002807619,0.0001316717,0.8512266],"genre_scores_gemma":[0.002311008,0.01811465,0.00006557492,0.0004924106,0.0004738478,0.00002064541,0.001252481,0.00002388085,0.9772455],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3886242,"threshold_uncertainty_score":0.9998912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03176118301993772,"score_gpt":0.2175736331023211,"score_spread":0.1858124500823834,"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."}}