{"id":"W2707706340","doi":"","title":"Future Earth Science for Global Uniderstanding","year":2016,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Earth (classical element); Astrobiology; Computer science; Earth science; Geology; Physics; Astronomy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004172784,0.0002868649,0.0002915272,0.0001111657,0.0007343292,0.0007491431,0.001449919,0.0001261295,0.0001307546],"category_scores_gemma":[0.0002455694,0.000247596,0.0002267253,0.0004753125,0.0005699357,0.0002994489,0.0008533904,0.0002557012,0.00002932739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001211202,"about_ca_system_score_gemma":0.001045917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004378967,"about_ca_topic_score_gemma":0.0002475317,"domain_scores_codex":[0.9971604,0.0006525648,0.0003370919,0.0008350441,0.000458042,0.0005568818],"domain_scores_gemma":[0.9964135,0.0003742611,0.0003672453,0.001287786,0.001299302,0.0002578654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001464407,0.0001180352,0.007845405,0.0000285532,0.00003468853,4.669167e-7,0.001212089,0.00001633942,0.003237991,0.9524568,0.001185091,0.03384987],"study_design_scores_gemma":[0.003707851,0.00000280881,0.009277718,0.004492832,0.0001774978,0.000005466174,0.002726778,0.009402683,0.2517855,0.580991,0.1349338,0.002496191],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09337983,0.0002080643,0.67726,0.02035965,0.001911859,0.0009567993,0.000511409,0.0001842308,0.2052282],"genre_scores_gemma":[0.9771983,0.0000259395,0.017762,0.00005179632,0.0003878621,0.00007064499,0.0001356425,0.00002253645,0.004345246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8838185,"threshold_uncertainty_score":0.9999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01819060421443215,"score_gpt":0.2612139245024346,"score_spread":0.2430233202880025,"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."}}