{"id":"W7108082342","doi":"10.5281/zenodo.17767083","title":"Optimizing Field Development with Petrel-14: A Case Study of the Penobscot Field in Nova Scotia, Canada","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Submarine pipeline; Petroleum; Oil field; Hydrocarbon exploration; Field (mathematics); Range (aeronautics); Oil production","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007201137,0.0002440473,0.0002927021,0.0003406308,0.0007874413,0.0002884832,0.0008916145,0.00008775249,0.001910932],"category_scores_gemma":[0.0007972515,0.0002227267,0.00003632296,0.001487288,0.00003509962,0.0001283608,0.0008526042,0.0006585435,0.0000322433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004142556,"about_ca_system_score_gemma":0.00006584066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07478844,"about_ca_topic_score_gemma":0.03972978,"domain_scores_codex":[0.9977747,0.0003821038,0.0005811256,0.0003843314,0.0004637029,0.0004140602],"domain_scores_gemma":[0.9985431,0.0002116794,0.00009635135,0.0006708932,0.0003694232,0.0001085083],"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":[0.0001164702,0.0002708315,0.0004476501,0.0004973343,0.0002230445,0.0004214836,0.008753662,0.9553817,0.0001885581,0.0001077369,0.008616701,0.02497481],"study_design_scores_gemma":[0.01528303,0.002686594,0.01183294,0.003455643,0.000316534,0.00150235,0.05027463,0.3559207,0.01760223,0.00002561869,0.5386194,0.002480314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9509817,0.0001837257,0.02890003,0.0003980038,0.0004080281,0.0009471431,0.00001459047,0.0001540828,0.01801275],"genre_scores_gemma":[0.996648,0.000009419507,0.0021256,0.00005617285,0.00002695619,7.543132e-8,0.00001632606,0.0004759736,0.0006414725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.599461,"threshold_uncertainty_score":0.9990014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0263745520518933,"score_gpt":0.2542022964740975,"score_spread":0.2278277444222042,"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."}}