{"id":"W2998294334","doi":"10.2138/gselements.15.6.377","title":"Kimberlites: From Deep Earth to Diamond Mines","year":2019,"lang":"en","type":"article","venue":"Elements","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Kimberlite; Geology; Diamond; Geochemistry; Mantle (geology); Lithosphere; Earth science; Igneous rock; Volcanology; Earth (classical element); Paleontology; Volcano; Tectonics; Chemistry","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000613348,0.00009064822,0.0001340633,0.00002925608,0.00003485668,0.00002832956,0.0001722227,0.00002917617,0.113523],"category_scores_gemma":[0.00003050619,0.00006211085,0.00005494858,0.0001828886,0.00001222761,0.00006114975,0.00002168572,0.0000420229,0.01106251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.003412e-7,"about_ca_system_score_gemma":0.00000347358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002497692,"about_ca_topic_score_gemma":0.006181515,"domain_scores_codex":[0.9991487,0.00002043628,0.0001525325,0.0002455519,0.0001936867,0.0002390924],"domain_scores_gemma":[0.9995837,0.00006813731,0.00002882469,0.0001471817,0.00001991189,0.0001522764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001050499,0.00001179765,0.9851699,0.000001628451,0.00002062022,0.000002920408,0.00003915332,0.0001527844,0.000606894,0.000004456957,0.0004004171,0.01357894],"study_design_scores_gemma":[0.0001649809,0.00008473748,0.9561953,0.00000461528,0.00001328479,2.337197e-7,0.00005032004,0.001342517,0.001111302,0.003102833,0.0377968,0.0001331011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849051,0.0001734743,0.00001692462,0.0003556937,0.0001186463,0.00009281001,0.00006325963,0.00002043373,0.01425361],"genre_scores_gemma":[0.9941984,0.000004887278,0.001892721,0.0009696324,0.00007314376,9.306228e-7,0.000289629,0.000001057985,0.002569555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1024605,"threshold_uncertainty_score":0.9897075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007267011245625457,"score_gpt":0.1890587357290954,"score_spread":0.1817917244834699,"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."}}