{"id":"W2752166658","doi":"10.1021/acs.langmuir.7b02585","title":"Mixing Behavior in Binary Anionic Gemini Surfactant–Perfluorinated Fatty Acid Langmuir Monolayers","year":2017,"lang":"en","type":"article","venue":"Langmuir","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Canada Foundation for Innovation; Natural Sciences and Engineering Research Council of Canada; Saskatchewan Pulse Growers; University of Saskatchewan","keywords":"Monolayer; Pulmonary surfactant; Mixing (physics); Langmuir; Chemistry; Chemical engineering; Binary number; Organic chemistry; Chromatography; Adsorption; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002215539,0.0003089138,0.0004136025,0.00007744037,0.0004407099,0.0002212202,0.0007498676,0.0002916894,0.0007191002],"category_scores_gemma":[0.00006952143,0.0002860898,0.0001349123,0.0001105385,0.00007251185,0.0003093831,0.0002102556,0.0003807912,0.0001842606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001892118,"about_ca_system_score_gemma":0.00005174178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001742773,"about_ca_topic_score_gemma":0.0002877233,"domain_scores_codex":[0.9981881,0.00003333995,0.0003886893,0.0004915765,0.000306125,0.0005921969],"domain_scores_gemma":[0.9986194,0.0000454881,0.0002564132,0.0008975145,0.00004992284,0.0001312463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005959413,0.0001331731,0.510982,0.00007864429,0.00002963521,0.0003544521,0.0003619907,0.000003265524,0.4847669,0.00004482622,0.0002815009,0.00290404],"study_design_scores_gemma":[0.001666261,0.00004929252,0.7975633,0.0001971335,0.00004389345,0.00004706607,0.001096458,0.0003153052,0.1888946,0.00002334902,0.009402595,0.0007008031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746656,0.0005805894,0.000001579989,0.0001314547,0.0003525193,0.0001461391,0.00007677769,0.0001866822,0.02385863],"genre_scores_gemma":[0.9969895,0.00004268041,0.00007517911,0.00002631437,0.0001777649,0.00006939185,0.00004147644,0.00005923519,0.002518488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2958723,"threshold_uncertainty_score":0.9999591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02559032992933981,"score_gpt":0.269892027844932,"score_spread":0.2443016979155923,"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."}}