{"id":"W2058068466","doi":"10.1016/j.jcis.2011.08.007","title":"Considerations when determining low interfacial tensions","year":2011,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Microemulsion; Drop (telecommunication); Nanotechnology; Spinning; Chemistry; Chemical engineering; Materials science; Pulmonary surfactant; Computer science; Polymer chemistry; Engineering; Telecommunications","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001075981,0.0001109052,0.0002151706,0.0001996672,0.0003820782,0.0001995775,0.0003263766,0.00003845816,0.001057958],"category_scores_gemma":[0.0005920861,0.00008437219,0.00004881061,0.000175225,0.000811294,0.0009383069,0.0001186439,0.0001541346,0.00004654071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004923491,"about_ca_system_score_gemma":0.0003317243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001809901,"about_ca_topic_score_gemma":0.00001059143,"domain_scores_codex":[0.9986753,0.0000580103,0.000472474,0.0002066994,0.0003557239,0.0002317385],"domain_scores_gemma":[0.9987693,0.00008205576,0.0002476491,0.0001725464,0.0005161736,0.0002123027],"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":[0.00002631605,0.00004474549,0.0005541177,0.000002684546,0.000002323262,0.000002467991,0.00500396,0.00002367551,0.9935349,0.0003146849,0.0003602042,0.000129924],"study_design_scores_gemma":[0.0002778069,0.0002471849,0.002557106,0.00006535483,0.00001082875,0.000281295,0.001328642,0.0008075963,0.9927753,0.001199195,0.0003294262,0.0001202229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933857,0.0001010399,0.003116435,0.0002209321,0.0009365334,0.0000730208,0.000003613256,0.00001619899,0.002146538],"genre_scores_gemma":[0.9895093,0.00001713076,0.01003982,0.0002308124,0.00003722685,0.000001225802,3.29207e-8,0.000005478574,0.000158976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006923386,"threshold_uncertainty_score":0.9998552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05558941703971138,"score_gpt":0.2784465066445539,"score_spread":0.2228570896048426,"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."}}