{"id":"W2179969740","doi":"10.1190/tle34101262.1","title":"KEGS Foundation awards 20 geophysics scholarships","year":2015,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geological Studies and Exploration","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Foundation (evidence); Graduate students; Library science; Political science; Geophysics; Engineering; Management; Geology; Sociology; Pedagogy; Computer science; Law; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004610524,0.00006317668,0.00007513331,0.00001127825,0.0002511505,0.00008041087,0.0001399888,0.00002994614,0.0001435442],"category_scores_gemma":[0.0001101307,0.00003658299,0.00002399444,0.0001351571,0.00005580574,0.0002291135,0.00001365576,0.0001201851,0.006056498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005869284,"about_ca_system_score_gemma":0.00001536254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003039896,"about_ca_topic_score_gemma":0.000637955,"domain_scores_codex":[0.9994308,0.00006373654,0.0000815001,0.0001042765,0.0001541985,0.0001654784],"domain_scores_gemma":[0.9996897,0.00006808202,0.00003590331,0.0001044616,0.00004402916,0.00005780813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001126699,0.00003917357,0.5520447,0.00001645171,0.00005480151,0.000007742913,0.00521385,0.008732776,0.000113232,0.004279691,0.05992491,0.36946],"study_design_scores_gemma":[0.0004077559,0.0003070047,0.4489708,0.00001482544,0.00003041587,0.000007225801,0.001318213,0.008467712,0.00009605749,0.06066938,0.4794131,0.0002975144],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9461924,0.0003184097,0.0005306836,0.004799408,0.0009431444,0.0001173693,0.00000412333,0.00007756538,0.04701692],"genre_scores_gemma":[0.9976382,0.00002423219,0.0001169984,0.0004052539,0.0003789631,9.940942e-7,0.00005518387,0.000001410263,0.001378755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4194882,"threshold_uncertainty_score":0.9947174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033856008707881,"score_gpt":0.2605715895803269,"score_spread":0.1571859887095389,"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."}}