{"id":"W4405642182","doi":"10.3749/9780921294702.ch04","title":"Isotopes in Two-Component Mixing and in Fluid-rock Interaction","year":2019,"lang":"en","type":"book-chapter","venue":"Mineralogical Association of Canada eBooks","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mixing (physics); Component (thermodynamics); Isotope; Geology; Physics; Nuclear physics; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004200067,0.0005856379,0.0007935711,0.0006557583,0.000991761,0.001447498,0.00117881,0.00123635,0.002899148],"category_scores_gemma":[0.0005488024,0.0005847098,0.0003165422,0.001518564,0.002977462,0.001876596,0.0009521981,0.001039001,0.0004696948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003338809,"about_ca_system_score_gemma":0.001252183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03327623,"about_ca_topic_score_gemma":0.04714716,"domain_scores_codex":[0.9998817,0.00001870366,0.000003813177,0.00002527614,0.00004740475,0.00002301994],"domain_scores_gemma":[0.9998932,0.0000587317,0.000008044789,0.00001116054,0.00001945485,0.00000944932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008745507,0.00003524739,0.0007863858,0.0001755072,0.00002327632,0.0002702477,0.0005806577,0.008748719,0.01771446,0.9222565,0.007044023,0.04227756],"study_design_scores_gemma":[0.00002486137,0.00006447247,0.005314256,0.00009211908,0.00003828189,0.0004582116,0.0004773684,0.06073732,0.02080476,0.7466339,0.1652494,0.0001051349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1205258,0.1870103,0.3130888,0.006012551,0.004442493,0.00008920136,0.0006673388,0.000671095,0.3674924],"genre_scores_gemma":[0.6113256,0.03219113,0.05029817,0.0007056335,0.0009600423,0.00008144134,0.0003378531,0.0004978929,0.3036022],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03327623,"threshold_uncertainty_score":0.06616509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00971264906104384,"score_gpt":0.202751033161521,"score_spread":0.1930383841004771,"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."}}