{"id":"W36553520","doi":"10.1007/bfb0115518","title":"Scattering as a critical test of microemulsion structural models","year":2007,"lang":"en","type":"book-chapter","venue":"Steinkopff eBooks","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Bank Note Company (Canada)","funders":"","keywords":"Microemulsion; Ternary operation; Materials science; Scattering; Microstructure; Thermodynamics; Optics; Computer science; Physics; Metallurgy","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":[0.0009157442,0.0008100001,0.0005212739,0.0006872804,0.0003637832,0.0006324964,0.001253125,0.0007893287,0.001235723],"category_scores_gemma":[0.002122706,0.000368892,0.0005763771,0.0005258832,0.00122698,0.001309816,0.0007426483,0.001277502,0.0003308033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009949275,"about_ca_system_score_gemma":0.000461574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001392544,"about_ca_topic_score_gemma":0.0008217373,"domain_scores_codex":[0.9994656,0.00008459071,0.00002103065,0.00009898366,0.0002949652,0.00003465397],"domain_scores_gemma":[0.9987063,0.0009022584,0.00009538013,0.00009227436,0.0001693171,0.00003447107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001995894,0.0001049862,0.0009208816,0.0005426511,0.00004848299,0.0004164618,0.000171947,0.6188893,0.1480055,0.2028952,0.001502244,0.02630275],"study_design_scores_gemma":[0.00001235364,0.0001207959,0.0003337053,0.00003945127,0.00001261026,0.000141057,0.00002950473,0.8609412,0.04940255,0.08715103,0.001791413,0.00002438384],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4522879,0.01753428,0.482528,0.001667434,0.0004332993,0.0001398986,0.0004064219,0.001173094,0.04382959],"genre_scores_gemma":[0.9531077,0.007875714,0.03262174,0.0002164154,0.0001186625,0.0001093271,0.000402379,0.0002168964,0.005331119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001392544,"threshold_uncertainty_score":0.007218719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03216057580397751,"score_gpt":0.2696679967562711,"score_spread":0.2375074209522936,"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."}}