{"id":"W2035795877","doi":"10.1021/la8033935","title":"Modeling the Micellization Behavior of Mixed and Pure <i>n</i>-Alkyl-Maltosides","year":2009,"lang":"en","type":"article","venue":"Langmuir","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Chemistry; Micelle; Isothermal titration calorimetry; Alkyl; Enthalpy; Dynamic light scattering; Aqueous solution; Methylene; Hydrodynamic radius; Calorimetry; Pulmonary surfactant; Thermodynamics; Thermodynamics of micellization; Static light scattering; Physical chemistry; Critical micelle concentration; Analytical Chemistry (journal); Organic chemistry; Materials science; Nanoparticle","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005829101,0.00007021782,0.0001024131,0.00001050809,0.00006384714,0.00002224553,0.00008588267,0.00005749381,0.00004968092],"category_scores_gemma":[0.000007419672,0.00004702408,0.00002916173,0.00005547226,0.00001394334,0.00003815405,0.00001192332,0.00005392839,0.000002153569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007166461,"about_ca_system_score_gemma":0.00000628379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008348739,"about_ca_topic_score_gemma":0.00002246885,"domain_scores_codex":[0.9995443,0.000009250651,0.0001409746,0.0001015741,0.0001076941,0.00009626345],"domain_scores_gemma":[0.9997628,0.00001603795,0.00004581422,0.0001249182,0.00002881863,0.00002155905],"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":[0.00002997665,0.00008711439,0.01580698,0.00008229927,0.00001882216,0.000005278422,0.000870867,0.0005486381,0.9646909,0.0008684259,0.0002647444,0.016726],"study_design_scores_gemma":[0.002258991,0.0001342753,0.03105849,0.0004297316,0.0003854856,0.00009367505,0.004997971,0.07214279,0.8746768,0.001826942,0.01093746,0.001057427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954237,0.0007963523,0.00008956868,0.0001294916,0.00003199554,0.0000517858,0.00001054268,0.00002975791,0.003436764],"genre_scores_gemma":[0.9993662,0.00002626824,0.00003599668,0.00004082004,0.00006725094,0.000006049903,0.000008272695,0.000006952345,0.0004422221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09001409,"threshold_uncertainty_score":0.1917586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01356709414291371,"score_gpt":0.2241622670813271,"score_spread":0.2105951729384134,"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."}}