{"id":"W2120987321","doi":"10.1002/cjce.5450780419","title":"Laboratory investigation of inversion of heavy oil emulsions","year":2000,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Research Council (Canada)","funders":"","keywords":"Emulsion; Phase inversion; Pulmonary surfactant; Laminar flow; Chromatography; Aqueous two-phase system; Turbulence; Petroleum engineering; Materials science; Oil droplet; Aqueous solution; Chemical engineering; Chemistry; Mechanics; Geology; Engineering; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004156303,0.0003626846,0.0002073589,0.0001684779,0.0001929442,0.0003227293,0.0002752243,0.0002485489,0.0007192584],"category_scores_gemma":[0.000818649,0.0001218042,0.0002107383,0.00009145073,0.0003112087,0.0002337138,0.0002676093,0.0005219618,0.0002160596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003480991,"about_ca_system_score_gemma":0.0003539218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009324174,"about_ca_topic_score_gemma":0.0004663217,"domain_scores_codex":[0.9998001,0.00003500195,0.00001414014,0.00004124757,0.00007029549,0.0000390836],"domain_scores_gemma":[0.9995745,0.0001071101,0.0001266802,0.00003465794,0.0001191915,0.00003790383],"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":[0.0001410359,0.00006152285,0.000431452,0.00002257819,0.000003202815,0.00004465633,0.00002755592,0.0001590062,0.9980596,0.00005446751,0.00002268219,0.0009722314],"study_design_scores_gemma":[0.0000109287,0.0007882026,0.0004198411,0.000001855664,0.000006624298,0.00003804996,0.00001726637,0.0004740753,0.997936,0.00001714183,0.0002864676,0.000003572645],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946178,0.0001568497,0.004321564,0.00003233806,0.00001341299,0.00003722758,0.00008229596,0.00007102363,0.0006675811],"genre_scores_gemma":[0.9968681,0.000136224,0.002013208,0.00002243011,0.000005911857,0.00002221917,0.0001322161,0.00001170645,0.0007878951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009324174,"threshold_uncertainty_score":0.002525687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005745624700956712,"score_gpt":0.1779786131638759,"score_spread":0.1722329884629192,"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."}}