{"id":"W1992172524","doi":"10.1306/10180202006","title":"Resource assessment methodologies: Current status and future direction","year":2003,"lang":"en","type":"article","venue":"AAPG Bulletin","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Imperial Oil (Canada); TransCanada (Canada); BP (Canada); Optech (Canada)","funders":"","keywords":"Geology; Current (fluid); Resource (disambiguation); Environmental resource management; Earth science; Oceanography; Computer science; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000626304,0.0001364117,0.0001519052,0.00007038388,0.00005482777,0.00003761719,0.00004711558,0.00007273527,0.0001862675],"category_scores_gemma":[0.0001345902,0.000128619,0.00003454732,0.0001189709,0.00001480352,0.00002368336,0.00001358192,0.0002410963,0.00001208461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005502833,"about_ca_system_score_gemma":0.000007583169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000334492,"about_ca_topic_score_gemma":3.146722e-7,"domain_scores_codex":[0.9991023,0.0002221279,0.00015967,0.0001605924,0.0001195189,0.0002358058],"domain_scores_gemma":[0.9994249,0.000267553,0.00001838194,0.0001809748,0.00001996419,0.00008825991],"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":[0.000009223784,0.00002181967,0.001763518,0.000207636,0.00005881881,0.000003490087,0.0003697239,0.8015416,0.0007053583,0.004140951,0.01935098,0.1718269],"study_design_scores_gemma":[0.000246475,0.00001578004,0.004710741,0.00001128404,0.000008429351,0.00000287083,0.0001141369,0.008112909,0.0003752729,0.0001794973,0.9860746,0.0001480285],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2305316,0.02876278,0.6749455,0.001118288,0.004005831,0.0005076736,0.00001480996,0.001838152,0.05827535],"genre_scores_gemma":[0.2204271,0.008711585,0.7686908,0.00007588421,0.0007858982,0.00008753598,0.00002987214,0.0001259338,0.00106535],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9667236,"threshold_uncertainty_score":0.5244929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03040958173489586,"score_gpt":0.3222948164446706,"score_spread":0.2918852347097747,"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."}}