{"id":"W2066012536","doi":"10.2118/2005-103","title":"Estimation of Bubble Size in Heavy Oil Solution Drive Based on Kinetics of Gas Exsolution","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Bubble; Kinetics; Estimation; Petroleum engineering; Computer science; Materials science; Environmental science; Mechanics; Engineering; Physics; Classical mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009085335,0.0001115915,0.0001425576,0.000382865,0.00001014545,0.00001268649,0.0001889844,0.00008791216,0.0001778947],"category_scores_gemma":[0.0001601383,0.0001406194,0.00003843797,0.0001149243,0.000044198,0.0001450262,0.000007788481,0.0001286959,0.000010285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008233328,"about_ca_system_score_gemma":0.0001430723,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006040115,"about_ca_topic_score_gemma":0.06961097,"domain_scores_codex":[0.9991525,0.00001742727,0.0003106122,0.0001294331,0.0002124101,0.000177587],"domain_scores_gemma":[0.9994791,0.00008745994,0.00007523118,0.0001454725,0.0001310464,0.00008173036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002239049,0.0000335317,0.0004239305,0.00003789051,0.000009955633,0.000001618817,0.00005491125,0.9518746,0.01985775,0.003163649,0.0003381396,0.0241817],"study_design_scores_gemma":[0.0002429118,0.00006468848,0.00462812,0.000223954,0.000003413697,0.000001011725,0.000007444467,0.8868477,0.1066109,0.0003607939,0.0009000551,0.00010892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8890492,0.00003526081,0.0427639,0.000768096,0.0003134924,0.00006772095,0.0001402865,0.00008554289,0.06677646],"genre_scores_gemma":[0.9934074,0.00003814355,0.006236686,0.00005108504,0.00003208123,0.00002072066,0.00004386735,0.00001421161,0.0001557795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1043582,"threshold_uncertainty_score":0.9473662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009286687815753415,"score_gpt":0.2222692009758114,"score_spread":0.212982513160058,"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."}}