{"id":"W2558988317","doi":"","title":"Properties of Surfactants that Govern their Functions and Applications on Lipid Membranes","year":2012,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Membrane; Chemistry; Chemical engineering; Materials science; Nanotechnology; Engineering; Biochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0006677884,0.0004304949,0.0003527253,0.000520394,0.0002315992,0.0007954979,0.0002487765,0.0006408402,0.0007865255],"category_scores_gemma":[0.001432424,0.0001948222,0.0002813366,0.0004881146,0.0004459282,0.0009941856,0.0002944958,0.0005261503,0.0005544525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003601125,"about_ca_system_score_gemma":0.0003060904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002340682,"about_ca_topic_score_gemma":0.000184518,"domain_scores_codex":[0.9995065,0.0001099441,0.00005529276,0.00008238471,0.0001876415,0.00005826778],"domain_scores_gemma":[0.9994004,0.0002013216,0.0001719722,0.00004245895,0.0001509461,0.00003303148],"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":[0.00007396431,0.00002121928,0.001122039,0.000301165,0.00001952457,0.0001374347,0.00009990684,0.001309378,0.9770594,0.002599893,0.00006865547,0.01718732],"study_design_scores_gemma":[0.00000730705,0.0001641039,0.002115152,0.00003810553,0.00002534203,0.0004217544,0.00007682398,0.002638464,0.9875759,0.001407993,0.005507979,0.00002117802],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9008096,0.04912464,0.0379085,0.0006658513,0.00008535128,0.0001247447,0.0004190162,0.0001377255,0.01072453],"genre_scores_gemma":[0.973717,0.01789264,0.00603403,0.0001119942,0.00004964416,0.00008144278,0.0002305787,0.00004229421,0.001840328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007954979,"threshold_uncertainty_score":0.003531694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167361907652445,"score_gpt":0.2728379961262345,"score_spread":0.2511643770497101,"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."}}