{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001717318,0.0006198366,0.0005944116,0.001146326,0.001324067,0.004771263,0.0006478464,0.002389465,0.1533123],"category_scores_gemma":[0.002295847,0.0001644611,0.0004779463,0.001351908,0.0009834016,0.005713831,0.004292818,0.002066895,0.02621081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00260271,"about_ca_system_score_gemma":0.004713275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004104525,"about_ca_topic_score_gemma":0.00585112,"domain_scores_codex":[0.9994867,0.00009950402,0.0000166137,0.00009573872,0.0001547793,0.0001467261],"domain_scores_gemma":[0.9983296,0.0002084157,0.00007953002,0.0002959891,0.0005887934,0.0004977687],"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":[0.00009360641,0.00004197928,0.0009302861,0.000345122,0.00001970776,0.0001018982,0.0003688698,0.0005958804,0.00135008,0.2096809,0.5890979,0.1973738],"study_design_scores_gemma":[0.000005417743,0.00001043616,0.0005163251,0.00006774791,0.000005547924,0.00004150809,0.0002753713,0.0002342801,0.0001594338,0.04194349,0.9567347,0.0000057241],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01004221,0.03164841,0.009702994,0.2369718,0.03254806,0.00007423739,0.003177306,0.001545884,0.6742891],"genre_scores_gemma":[0.208264,0.03794845,0.02269485,0.03282921,0.01041387,0.0002233656,0.005478988,0.001145355,0.681002],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1533123,"threshold_uncertainty_score":0.5128809,"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."}}