{"id":"W2059367614","doi":"10.2118/2002-214","title":"Bubble Break-Up in Foamy Oil Flow","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Bubble; Flow (mathematics); Petroleum engineering; Computer science; Mechanics; Geology; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006200809,0.0001519906,0.0001346411,0.0004153936,0.00002573786,0.00008508531,0.0004102129,0.00009753213,0.003292636],"category_scores_gemma":[0.00005019911,0.000189016,0.00004123561,0.000124657,0.00003115965,0.000242237,0.00001762375,0.0002423108,0.0003572478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006918982,"about_ca_system_score_gemma":0.00007194979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01320079,"about_ca_topic_score_gemma":0.2468699,"domain_scores_codex":[0.9990715,0.00001116771,0.0002073699,0.0001958003,0.000173387,0.0003407721],"domain_scores_gemma":[0.9994749,0.00003140635,0.00002019869,0.000183882,0.0000770421,0.0002126021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003056593,0.0001159395,0.02346328,0.0002155019,0.000327983,0.0007437557,0.002032678,0.1879886,0.008098902,0.05117291,0.2527628,0.473047],"study_design_scores_gemma":[0.0004155902,0.00002123396,0.002827761,0.0001583109,0.000003932888,0.00003024186,0.00003655047,0.7339544,0.002369446,0.001184515,0.2585478,0.0004501613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2389277,0.000244562,0.001731634,0.0008887491,0.001685011,0.00004132753,0.0001604174,0.000335767,0.7559848],"genre_scores_gemma":[0.9865234,0.0002898577,0.0008386657,0.0001852191,0.00008941843,0.00004746629,0.00002821989,0.00002801036,0.0119697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7475957,"threshold_uncertainty_score":0.9976185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01426705631365513,"score_gpt":0.2067938624299386,"score_spread":0.1925268061162834,"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."}}