{"id":"W2360400331","doi":"","title":"Research on Green Surfactant Flooding Systems","year":2012,"lang":"en","type":"article","venue":"","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Pulmonary surfactant; Surface tension; Chemistry; Enhanced oil recovery; Absorption (acoustics); Crude oil; Nuclear chemistry; Chemical engineering; Chromatography; Petroleum engineering; Composite material; Biochemistry; Materials science; Thermodynamics; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004096668,0.0003673307,0.0003548184,0.0005064657,0.0002753101,0.0005210012,0.0003618866,0.0004919514,0.001058938],"category_scores_gemma":[0.0003984235,0.0001683671,0.0002732898,0.0004542484,0.0002583867,0.001178085,0.0004676027,0.0004090945,0.0003888558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005883031,"about_ca_system_score_gemma":0.0003314236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008467562,"about_ca_topic_score_gemma":0.0006287696,"domain_scores_codex":[0.9996737,0.00005318363,0.00002314965,0.00007117577,0.000138683,0.00004007152],"domain_scores_gemma":[0.9998105,0.00003996536,0.00003535107,0.00001297391,0.00007773042,0.00002343065],"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":[0.00006574606,0.0000474097,0.0002750094,0.0004419761,0.00001710355,0.0001390048,0.0001134754,0.0005824825,0.959928,0.002467324,0.0002461796,0.03567639],"study_design_scores_gemma":[0.00002146715,0.0005005485,0.00047515,0.00003382838,0.00002903891,0.0003183015,0.00006826133,0.003976618,0.9666576,0.0005171705,0.02738925,0.00001282798],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8338292,0.08034462,0.06415115,0.001071234,0.0002402691,0.0002485767,0.0002174969,0.0004910615,0.0194064],"genre_scores_gemma":[0.9402311,0.02410429,0.0262952,0.0003555223,0.00008836376,0.0001124837,0.0002319737,0.00006032204,0.008520786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001058938,"threshold_uncertainty_score":0.004268408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08726962071484809,"score_gpt":0.3355086404720515,"score_spread":0.2482390197572034,"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."}}