{"id":"W4405483743","doi":"10.2172/2481303","title":"DECOVALEX-2023: Task C Final Report","year":2024,"lang":"en","type":"report","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nuclear Waste Management Organization","funders":"Eidgenössisches Nuklearsicherheitsinspektorat; Korea Atomic Energy Research Institute; Japan Atomic Energy Agency; Nuclear Waste Management Organization; Canadian Nuclear Safety Commission; U.S. Department of Energy","keywords":"Task (project management); Environmental science; Computer science; Engineering; Systems engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01843976,0.001783889,0.0009621603,0.001312138,0.002070485,0.003963511,0.003674092,0.00337492,0.0415881],"category_scores_gemma":[0.009648924,0.0006778993,0.001199478,0.0007356044,0.0008602357,0.002015961,0.003400521,0.001954984,0.03782606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003526949,"about_ca_system_score_gemma":0.0161177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02746286,"about_ca_topic_score_gemma":0.02547844,"domain_scores_codex":[0.993282,0.001393702,0.000249423,0.0008358869,0.0033332,0.0009058414],"domain_scores_gemma":[0.9857458,0.0009447021,0.0005403436,0.002159209,0.009076383,0.001533634],"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":[0.004376984,0.001657066,0.008840756,0.002388268,0.000137612,0.0004644064,0.0004696719,0.01314887,0.03243224,0.009548891,0.8400189,0.08651636],"study_design_scores_gemma":[0.0005723178,0.001707035,0.006863466,0.0003803158,0.00005064899,0.0001573907,0.0002702265,0.005102669,0.02017505,0.001608249,0.9630374,0.00007507198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08968212,0.003810966,0.08343897,0.008995415,0.005810597,0.03032718,0.3744759,0.01641809,0.3870409],"genre_scores_gemma":[0.1515138,0.001918366,0.1014757,0.003330002,0.0008774365,0.02457484,0.5070024,0.009143586,0.2001639],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0415881,"threshold_uncertainty_score":0.1391261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06271640920955468,"score_gpt":0.3480338741803011,"score_spread":0.2853174649707464,"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."}}