{"id":"W2382743042","doi":"","title":"Research progress in foamy oil at home and abroad","year":2012,"lang":"en","type":"article","venue":"Special Oil & Gas Reservoirs","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Oil production; Supersaturation; Oil viscosity; Fossil fuel; Crude oil; Production rate; Environmental science; Gas oil ratio; Oil and natural gas; Waste management; Engineering; Viscosity; Chemistry; Materials science; Process engineering","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":[0.001004191,0.0002344294,0.0003519883,0.0006465281,0.0001912788,0.0001075202,0.0003219972,0.0001998975,0.0006445154],"category_scores_gemma":[0.00006287291,0.0002193599,0.00009405963,0.001262152,0.0002385677,0.0004780049,0.0002492757,0.0005511484,0.000403967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003196131,"about_ca_system_score_gemma":0.00002865623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008583235,"about_ca_topic_score_gemma":0.002093734,"domain_scores_codex":[0.9973429,0.000191681,0.0003943247,0.0003010207,0.0007737417,0.0009963082],"domain_scores_gemma":[0.9989557,0.00009142959,0.00003044081,0.0004209095,0.00008871038,0.0004128611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008402164,0.001053445,0.4274098,0.001914696,0.0006990032,0.0004591492,0.02849753,0.02321515,0.003992453,0.003554172,0.1313372,0.3770271],"study_design_scores_gemma":[0.003907507,0.0001815398,0.06041376,0.00036268,0.0000731883,0.00004047007,0.004255217,0.0481071,0.004507779,0.0009530131,0.8752492,0.001948546],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8978198,0.005364262,0.000003831911,0.001006309,0.0004482652,0.00005527776,0.000007510773,0.0001379608,0.09515682],"genre_scores_gemma":[0.987057,0.003794374,0.0001611665,0.00002198001,0.002405954,0.00009836183,0.00002497005,0.00006696732,0.006369225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.743912,"threshold_uncertainty_score":0.8945239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02465453612150733,"score_gpt":0.3020989499626574,"score_spread":0.2774444138411501,"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."}}