{"id":"W2900612162","doi":"10.5382/econgeo.2018.4605","title":"Unification of Isocon and Pearce Element Ratio Techniques in the Quantification of Material Transfer","year":2018,"lang":"en","type":"article","venue":"Economic Geology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nova scotia; Columbia university; Library science; History; Archaeology; Geology; Media studies; Computer science; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000487487,0.00004080051,0.00008753606,0.00003519235,0.00002080317,0.000007161066,0.0002469697,0.00004391315,0.00006194373],"category_scores_gemma":[0.00001136203,0.00003397489,0.0000106508,0.00003264272,0.0001429991,0.0000595655,0.00003047951,0.00002781827,0.000003687044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006823095,"about_ca_system_score_gemma":0.0000200124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000103224,"about_ca_topic_score_gemma":0.00005165649,"domain_scores_codex":[0.9994778,0.00006764181,0.0002229587,0.0001400674,0.00001901705,0.00007252049],"domain_scores_gemma":[0.9996406,0.00003681587,0.00006499814,0.0002221105,0.00002899738,0.000006413325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000354087,0.00006551071,0.0104222,0.00006199191,0.00001205903,4.305839e-7,0.004671188,0.00007041315,0.3525021,0.6233441,0.0002591826,0.008555416],"study_design_scores_gemma":[0.0002266781,0.0002250109,0.05248392,0.000008284199,0.00000373295,0.00001308298,0.0002633444,0.008612683,0.9142464,0.01794895,0.005874637,0.00009331029],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470767,0.000009046387,0.04479403,0.004011794,0.00008024911,0.0001723712,0.000001656363,0.00001132611,0.003842855],"genre_scores_gemma":[0.9987084,0.00001003953,0.001144135,0.00003950107,0.00002732323,0.00001503573,0.000004714687,5.469702e-7,0.00005032998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6053951,"threshold_uncertainty_score":0.1385456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692909980731808,"score_gpt":0.2368966728589065,"score_spread":0.2199675730515884,"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."}}