{"id":"W4403111588","doi":"10.1016/b978-0-443-13215-5.00007-3","title":"Process monitoring","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005349931,0.0009276355,0.000551961,0.001549946,0.0004518795,0.001851137,0.0009807878,0.000930301,0.03433519],"category_scores_gemma":[0.001149406,0.0004133106,0.00037037,0.001519635,0.0002726899,0.001810165,0.0009842996,0.0006622185,0.02075297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004323874,"about_ca_system_score_gemma":0.0005923581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001907532,"about_ca_topic_score_gemma":0.001849183,"domain_scores_codex":[0.9993194,0.00004355339,0.00002642534,0.0001938464,0.0003840307,0.00003266768],"domain_scores_gemma":[0.9995199,0.00009526693,0.00004744819,0.0001440211,0.0001704658,0.00002284395],"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":[0.0001312911,0.0000649916,0.00127663,0.000156093,0.00001699798,0.00006513064,0.00006897153,0.003873667,0.02350369,0.006759037,0.03591238,0.9281711],"study_design_scores_gemma":[0.00003421714,0.0002427508,0.0108117,0.000268162,0.0001044297,0.00073437,0.0001420759,0.1081773,0.1210684,0.02064081,0.737694,0.00008167816],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01711998,0.004249817,0.5760464,0.001083329,0.0009512295,0.0003190449,0.00431822,0.0246722,0.3712398],"genre_scores_gemma":[0.1977097,0.004671794,0.1608372,0.0007237459,0.0004847464,0.0002534126,0.006851809,0.001539551,0.6269282],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03433519,"threshold_uncertainty_score":0.1148627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02021642031106409,"score_gpt":0.2783683331635006,"score_spread":0.2581519128524365,"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."}}