{"id":"W2911525879","doi":"10.3390/min9020105","title":"Emerald Deposits: A Review and Enhanced Classification","year":2019,"lang":"en","type":"review","venue":"Minerals","topic":"Mineralogy and Gemology Studies","field":"Earth and Planetary Sciences","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"","keywords":"Emerald; Metasomatism; Geology; Pegmatite; Geochemistry; Metamorphic rock; Ultramafic rock; Sedimentary rock; Evaporite; Columbite; Mineralogy; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002505148,0.0003376839,0.001596246,0.00008379223,0.0001049097,0.00002035318,0.000198853,0.0002410833,0.001189133],"category_scores_gemma":[0.0000747892,0.0002283867,0.0001675573,0.0002035076,0.00009581676,0.00008805229,0.00002025516,0.0002512348,0.001067403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003242544,"about_ca_system_score_gemma":0.00004808088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001738365,"about_ca_topic_score_gemma":0.000558658,"domain_scores_codex":[0.998452,0.0002297313,0.0004824997,0.0004726954,0.00009481794,0.0002682289],"domain_scores_gemma":[0.9991149,0.0002110131,0.0002681047,0.0003047843,0.00003357693,0.000067671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001412585,0.000005703817,0.00008154626,0.03135813,0.0001537517,0.000004836506,0.0000158382,2.45494e-7,0.000001105714,0.00003113619,0.05446302,0.9138833],"study_design_scores_gemma":[0.00005725794,0.00004413937,0.0002393322,0.006373701,0.001255048,0.00005537827,0.000001642241,0.000002653263,1.905549e-7,0.00002800503,0.99167,0.0002726537],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007450843,0.9871024,0.000005144749,0.0005239724,0.0002181675,0.0007590063,0.00008150122,0.00002875244,0.01127363],"genre_scores_gemma":[0.0000113569,0.9842854,0.0001121551,0.001990528,0.0001111705,0.00002153839,0.0005695134,0.000006652937,0.01289169],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.937207,"threshold_uncertainty_score":0.9997239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09332886343418223,"score_gpt":0.3274858475162379,"score_spread":0.2341569840820557,"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."}}