{"id":"W1569777245","doi":"10.1002/9781118523063.ch18","title":"Surfactant Proteins and Natural Biofoams","year":2013,"lang":"en","type":"other","venue":"","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Pulmonary surfactant; Biocompatibility; Chemistry; Biodegradation; Wetting; Nanotechnology; Chemical engineering; Materials science; Biophysics; Biochemistry; Organic chemistry; Biology","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":[0.0001376752,0.0003531446,0.0001449595,0.0004654774,0.0002414074,0.0006601863,0.0001795487,0.0003718595,0.003014211],"category_scores_gemma":[0.0001474514,0.00008520314,0.0001389854,0.0003817314,0.0003202992,0.0006012786,0.0003902142,0.0002860828,0.001155278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000450462,"about_ca_system_score_gemma":0.0003656374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005291188,"about_ca_topic_score_gemma":0.000893931,"domain_scores_codex":[0.9998835,0.0000178279,0.000008603235,0.00001813059,0.00005433306,0.00001761672],"domain_scores_gemma":[0.9999568,0.000009917212,0.00001017303,0.000002048114,0.0000143905,0.000006676025],"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":[0.0001004347,0.00008607155,0.0008498329,0.00217816,0.00002247247,0.0007469548,0.000354668,0.00091008,0.7243945,0.05383196,0.003844303,0.2126806],"study_design_scores_gemma":[0.00001015452,0.0001779529,0.001492273,0.0003746023,0.00001668793,0.001223399,0.0002772308,0.0007380859,0.3672574,0.01215543,0.6162616,0.00001503494],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.1749556,0.6480294,0.03517108,0.003149248,0.001020854,0.000129931,0.0005540338,0.0003688289,0.1366211],"genre_scores_gemma":[0.4343776,0.4145077,0.0239231,0.00116048,0.0005950089,0.00014183,0.001018193,0.00009613128,0.1241799],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.003014211,"threshold_uncertainty_score":0.01008356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004296177594023859,"score_gpt":0.1835929980833909,"score_spread":0.179296820489367,"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."}}