{"id":"W3090827035","doi":"","title":"OGC working groups standards and activities for geoscience","year":2019,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Computer science; Earth science; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.006551403,0.0002414523,0.0003630199,0.0001373771,0.0004384069,0.0005112109,0.0006943862,0.0002132528,0.0002403614],"category_scores_gemma":[0.001204807,0.0002124861,0.000166351,0.0002001344,0.0002319363,0.000114341,0.0002792752,0.0003816889,0.00001281931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001652826,"about_ca_system_score_gemma":0.000185164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002650798,"about_ca_topic_score_gemma":0.006901298,"domain_scores_codex":[0.9966987,0.001450052,0.0003006448,0.0007424433,0.0004442316,0.0003639511],"domain_scores_gemma":[0.9963163,0.001844306,0.0002726521,0.0007893213,0.0006305584,0.0001468847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005678611,0.0001631031,0.2342479,0.0004395645,0.000148692,0.000003897486,0.005910547,0.01724366,0.00009798594,0.01075023,0.0008409656,0.7300966],"study_design_scores_gemma":[0.0004174558,0.000001719285,0.04074142,0.001250384,0.00009663975,0.000006178864,0.000365004,0.9199241,0.0006885189,0.01518587,0.02065008,0.0006726078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4597138,0.003258109,0.5045689,0.005003885,0.0003592845,0.0004473672,0.0005209749,0.0001512346,0.02597643],"genre_scores_gemma":[0.969725,0.0007706463,0.02486116,0.00009210009,0.00003246194,0.000009060307,0.0004229771,0.000007297298,0.004079296],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9026805,"threshold_uncertainty_score":0.8664933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02049550673302827,"score_gpt":0.2239254217448081,"score_spread":0.2034299150117798,"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."}}