{"id":"W6903357112","doi":"10.11575/prism/1035","title":"Investigation of mechanisms involved in generation of foamy oil flow","year":2007,"lang":"en","type":"other","venue":"PRISM (University of Calgary)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Saturation (graph theory); Flow (mathematics); Dispersion (optics); Gas bubble; Nucleation; Bubble; Capillary action; Work (physics); Enhanced oil recovery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001889462,0.000157264,0.000158747,0.0006645091,0.0003994579,0.0003427504,0.0002857287,0.0002463618,0.000484616],"category_scores_gemma":[0.0002448768,0.0001862366,0.0001356635,0.0002063542,0.0004103458,0.0003579784,0.0001853892,0.0002288256,0.00004845097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007257748,"about_ca_system_score_gemma":0.0005131258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03424611,"about_ca_topic_score_gemma":0.023384,"domain_scores_codex":[0.9999328,0.000007729795,0.000004057091,0.00001567208,0.00001246864,0.00002729826],"domain_scores_gemma":[0.999881,0.00003370942,0.00003762258,0.00000641722,0.00002836245,0.00001275291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004130439,0.0001608049,0.1556826,0.0002990812,0.00004131296,0.001102337,0.0007894004,0.004404648,0.817521,0.002340197,0.0001036793,0.01714179],"study_design_scores_gemma":[0.0000542115,0.0003504348,0.7189801,0.00003755948,0.00006172465,0.0007389471,0.001656676,0.05250147,0.2223234,0.0009859715,0.002259651,0.00004983726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987807,0.0002512507,0.0004678693,0.00002348092,0.000001360443,0.00001609397,0.00003211391,0.00001296958,0.0004141921],"genre_scores_gemma":[0.9992132,0.000135306,0.0003944631,0.000003568607,0.00000104624,0.000007403342,0.00002836065,7.133103e-7,0.0002158749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03424611,"threshold_uncertainty_score":0.06809354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02657431250961181,"score_gpt":0.201021458787633,"score_spread":0.1744471462780212,"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."}}