{"id":"W3105376927","doi":"10.2118/202276-ms","title":"Is Chemical EOR Finally Coming of Age?","year":2020,"lang":"en","type":"article","venue":"","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood myth; Scale (ratio); Flooding (psychology); Petroleum engineering; Environmental science; Engineering; Geography; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.00001965666,0.00005861498,0.0001070819,0.00001285933,0.000003392691,0.000004532214,0.00009369855,0.00004227445,0.0002566777],"category_scores_gemma":[0.00002409865,0.00005893479,0.00003850759,0.00007195252,0.00001174247,0.00004106613,0.00002332041,0.00007635353,0.0000228364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000118345,"about_ca_system_score_gemma":0.00000342321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000302198,"about_ca_topic_score_gemma":6.748432e-7,"domain_scores_codex":[0.9996724,0.000002111456,0.0001143991,0.000067339,0.00006229186,0.00008153466],"domain_scores_gemma":[0.9998424,0.00002509246,0.000009375932,0.00007581322,0.00001078513,0.00003654934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003742963,0.000003980687,0.00007889634,0.00009226791,0.00001308121,0.000004011848,0.000187609,0.00009543297,0.9770645,0.0003291493,0.01635999,0.005767313],"study_design_scores_gemma":[0.00005159521,0.00001575366,0.00005782922,0.00001509236,0.000002911962,5.472197e-7,0.000007208344,0.005419421,0.9907004,0.0002719474,0.00338943,0.00006791767],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7151634,0.0001075223,0.1007045,0.0004889999,0.00005849865,0.0001133914,0.000009139745,0.001506563,0.181848],"genre_scores_gemma":[0.9619253,0.00001880727,0.03753547,0.0003621346,0.00002396163,0.000003484553,0.000001335549,0.0000149015,0.0001146222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2467619,"threshold_uncertainty_score":0.2810441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01892096976268535,"score_gpt":0.2284716386239695,"score_spread":0.2095506688612842,"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."}}