{"id":"W4281551359","doi":"10.2172/1869373","title":"DECOVALEX-2023, Task F Specification, Revision 8","year":2022,"lang":"en","type":"report","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Safety Commission","funders":"","keywords":"Task (project management); Environmental science; Computer science; Engineering; Systems engineering","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001168089,0.0003213992,0.0004349582,0.0003210336,0.00008306636,0.00006459785,0.0003428484,0.0002492572,0.0101634],"category_scores_gemma":[0.0002921179,0.0003290114,0.0001961594,0.0004369396,0.00001076747,0.00007553092,0.00007553758,0.0006591149,0.0002048875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005380607,"about_ca_system_score_gemma":0.0001322297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002456937,"about_ca_topic_score_gemma":0.000002419354,"domain_scores_codex":[0.9978151,0.00006051615,0.0006044743,0.0003419807,0.0009084551,0.0002694583],"domain_scores_gemma":[0.998654,0.0001661594,0.00007256755,0.0008152088,0.0001805658,0.0001114723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001052929,0.000005375281,0.00003151046,0.0002753124,0.00004217479,0.000006359061,0.00001487976,0.6908623,0.00004440143,0.00005549686,0.3007792,0.007881965],"study_design_scores_gemma":[0.00009843386,0.000009951119,0.0002759424,0.00004357304,0.00002370319,0.00001714775,0.00001156159,0.05959965,0.00004936407,0.00004819972,0.9394718,0.0003506721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009271016,0.009865613,0.2164706,0.00005385999,0.005981269,0.0004352938,0.00009260808,0.001879317,0.7642943],"genre_scores_gemma":[0.02548699,0.08714446,0.2075442,0.00008381615,0.006361427,0.000334731,0.004551799,0.001278415,0.6672142],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6386926,"threshold_uncertainty_score":0.9999162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05321064940787561,"score_gpt":0.3244035302608702,"score_spread":0.2711928808529946,"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."}}