{"id":"W4247163461","doi":"10.2118/141401-pa","title":"Smart E&amp;P Collaboration Centers: Design, Technology Support, and Lessons Learned","year":2011,"lang":"en","type":"article","venue":"SPE Projects Facilities & Construction","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Saudi Aramco; King Fahd University of Petroleum and Minerals; Colorado School of Mines; University of Calgary","keywords":"Workflow; Context (archaeology); Engineering management; Computer science; Process management; Knowledge management; Systems engineering; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002142426,0.0001745336,0.0001804477,0.0003317954,0.00008462092,0.00005011732,0.000073234,0.0001708604,0.00009181951],"category_scores_gemma":[0.00009036614,0.0001868581,0.0000259571,0.0003544065,0.0001447264,0.0002813085,0.00002433193,0.0001796577,0.00002994619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006448547,"about_ca_system_score_gemma":0.00004221317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003304181,"about_ca_topic_score_gemma":0.00002788924,"domain_scores_codex":[0.9991238,0.00005986742,0.0002353529,0.000222545,0.0001123029,0.0002461305],"domain_scores_gemma":[0.9995509,0.00003827034,0.00003453692,0.0002197102,0.0001002105,0.00005632993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005549818,0.0001290965,0.02977469,0.002177073,0.0007226281,0.00003672642,0.03761125,0.2816036,0.06732121,0.03877485,0.002806046,0.5384879],"study_design_scores_gemma":[0.007713256,0.001275238,0.003309227,0.0004056618,0.0002683199,0.0008619152,0.05121556,0.255489,0.2436537,0.06028406,0.3713589,0.004165159],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5463705,0.000268094,0.4428185,0.0001961727,0.001129215,0.000504343,0.00005691999,0.001407386,0.007248827],"genre_scores_gemma":[0.7651666,0.0003097646,0.2333861,0.00000730386,0.00004425889,0.00005933661,0.0000317754,0.00003267646,0.0009622677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5343227,"threshold_uncertainty_score":0.7619851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08184556627192334,"score_gpt":0.2914498201149923,"score_spread":0.2096042538430689,"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."}}