{"id":"W2492179904","doi":"10.2172/1136526","title":"Development of Technologies and Capabilities for Coal Energy Resources","year":2013,"lang":"en","type":"report","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Energy Technology Laboratory; U.S. Department of Energy","keywords":"Porting; Task (project management); Software; Process (computing); Controller (irrigation); Engineering; Software engineering; Computer science; Systems engineering; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002792158,0.0001891458,0.0003667327,0.0001914181,0.00002618396,0.00002035116,0.0001128401,0.0003054821,0.00001459319],"category_scores_gemma":[0.0001782316,0.0001599847,0.00004798663,0.00004808266,0.00004497488,0.00003321296,0.00004398152,0.00009013012,3.269076e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006293889,"about_ca_system_score_gemma":0.00006424391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004635227,"about_ca_topic_score_gemma":0.00002118265,"domain_scores_codex":[0.9991064,0.000005871488,0.0003883227,0.0001425691,0.0001998549,0.0001569644],"domain_scores_gemma":[0.9993902,0.0002040811,0.00004578544,0.0001984696,0.0001375607,0.00002391544],"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":[0.00001060661,0.00002292697,0.0002873434,0.01143769,0.0007005909,0.000001069413,0.001693501,0.5520077,0.001606421,0.001579968,0.03389364,0.3967586],"study_design_scores_gemma":[0.0001340986,0.00001591861,0.000116831,0.0001248333,0.00001544833,0.000003112007,0.0007201631,0.04085318,0.009503402,0.0004577896,0.9477531,0.0003021483],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1952411,0.01778344,0.7140481,0.00003186084,0.001132622,0.0006344265,0.00005514385,0.003100209,0.06797309],"genre_scores_gemma":[0.1555257,0.002122848,0.8248853,0.00000154187,0.0001094334,0.000399572,0.00005329831,0.0001199422,0.01678229],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9138594,"threshold_uncertainty_score":0.6523985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03430186558862071,"score_gpt":0.2758742042374134,"score_spread":0.2415723386487927,"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."}}