{"id":"W4414126983","doi":"10.1021/acs.langmuir.5c02320","title":"Periodic Feature Characterization in Nanostructured Surfaces and Emulsions","year":2025,"lang":"en","type":"article","venue":"Langmuir","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Python (programming language); Kurtosis; Surface roughness; Surface finish; Skewness; Feature (linguistics); Characterization (materials science)","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":[],"consensus_categories":[],"category_scores_codex":[0.00008752511,0.00006694077,0.00009398997,0.00007708004,0.00008604875,0.0000730328,0.0001051014,0.00004295236,0.0001562211],"category_scores_gemma":[0.00007906077,0.00005514946,0.00000864334,0.0001945725,0.00005086358,0.0001710598,0.0001023594,0.00006798739,0.00001487071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003181786,"about_ca_system_score_gemma":0.00002522164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002197446,"about_ca_topic_score_gemma":0.00005319468,"domain_scores_codex":[0.9993907,0.00004564145,0.00008238833,0.0001742115,0.0001258081,0.0001812456],"domain_scores_gemma":[0.9998021,0.00001566674,0.00002289958,0.0001037461,0.000024671,0.0000309674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002428584,0.000009241358,0.007719193,0.00002919286,0.000001244812,0.000005003309,0.0002105806,0.000001188919,0.9905303,0.0003744181,0.000212643,0.0008827574],"study_design_scores_gemma":[0.0005199509,0.00002897521,0.8010179,0.00006833928,0.000002998562,0.000001988708,0.0001296605,0.0001327217,0.1732748,0.0004835809,0.0242297,0.0001094137],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977669,0.0001599648,0.00005676841,0.001068951,0.0001903976,0.0001519692,0.00006593954,0.00003118532,0.0005079249],"genre_scores_gemma":[0.9952316,0.00003098131,0.0003023088,0.0001643005,0.00001377993,0.00001487412,0.00005087355,0.000004627183,0.00418666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8172555,"threshold_uncertainty_score":0.2248929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007941155783574735,"score_gpt":0.2793668601671018,"score_spread":0.2714257043835271,"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."}}