{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01034926,0.001401063,0.001363484,0.004804604,0.004770692,0.005349669,0.002288231,0.00455438,0.09331433],"category_scores_gemma":[0.01638103,0.0006705521,0.0009405822,0.002520229,0.00197668,0.002042204,0.009129691,0.004393142,0.04523201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01676256,"about_ca_system_score_gemma":0.1092157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2912405,"about_ca_topic_score_gemma":0.5762147,"domain_scores_codex":[0.9879841,0.0005517254,0.0002569463,0.0004867978,0.007684615,0.003035855],"domain_scores_gemma":[0.9657156,0.0004384637,0.0003373676,0.0007302301,0.0132302,0.01954802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000775044,0.00009433134,0.0009513668,0.00005178952,0.00001967228,0.0001085809,0.00005695055,0.0001162957,0.0002661716,0.008677986,0.948071,0.04150835],"study_design_scores_gemma":[0.00004624857,0.00003175021,0.002258271,0.00004366804,0.000006785835,0.00003781793,0.00009046778,0.0001257011,0.0001100551,0.001238782,0.9959947,0.00001570013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01677997,0.009535514,0.003412139,0.2734714,0.07749132,0.00112855,0.02910328,0.004862379,0.5842155],"genre_scores_gemma":[0.0331008,0.005524229,0.006038288,0.02256624,0.002979572,0.0002251607,0.0221366,0.0009053663,0.9065237],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2912405,"threshold_uncertainty_score":0.5790906,"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."}}