{"id":"W2112260379","doi":"10.1109/pes.2008.4596551","title":"Restoration plan &amp;#x2014; The Hydro-Qu&amp;#x00E9;bec experience","year":2008,"lang":"en","type":"article","venue":"","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"Hydro-Québec","keywords":"Flexibility (engineering); Plan (archaeology); Computer science; Compromise; Reliability engineering; Risk analysis (engineering); Engineering; Business","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009460215,0.000116447,0.0000872685,0.00004937708,0.0001694136,0.00002397076,0.0001587665,0.00005976199,0.0002175488],"category_scores_gemma":[0.0000300457,0.00008221199,0.00003400393,0.000149084,0.00007440712,0.0002118549,0.00001994826,0.0001336987,0.0002783245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003478569,"about_ca_system_score_gemma":0.000009188595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001225026,"about_ca_topic_score_gemma":0.0001261214,"domain_scores_codex":[0.9993415,0.00001938524,0.0001635268,0.0001539204,0.0001571102,0.0001645448],"domain_scores_gemma":[0.9994952,0.00002030965,0.00001914821,0.0003926908,0.00002989468,0.0000427352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004371263,0.000145606,0.004512039,0.00008604641,0.00007514497,0.000007496444,0.04760781,0.007907089,0.1666813,0.003181503,0.7292375,0.04051477],"study_design_scores_gemma":[0.00008859792,0.00002694999,0.001754926,0.000009654669,0.000004633265,0.00009796557,0.0002058566,0.0002185283,0.1056399,0.0006933083,0.8909773,0.0002824489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505311,0.0002493421,0.0204838,0.0008002492,0.0005977778,0.0001759292,0.000002597085,0.002061435,0.02509779],"genre_scores_gemma":[0.9853806,0.0002748599,0.007504824,0.0001418026,0.0002695995,0.00005396251,0.00001152347,0.00002054556,0.006342251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1617397,"threshold_uncertainty_score":0.3577392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04349390915843573,"score_gpt":0.2463150326139081,"score_spread":0.2028211234554724,"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."}}