{"id":"W4391921052","doi":"10.1093/pnasnexus/pgae086","title":"Directed droplet motion along thin fibers","year":2024,"lang":"en","type":"article","venue":"PNAS Nexus","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sawtooth wave; Ratchet; Fiber; Materials science; Scaling; Bending; Motion (physics); Mechanics; Protein filament; Optics; Physics; Classical mechanics; Geometry; Composite material; Mathematics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003121538,0.0001096962,0.000114367,0.00006331922,0.0001056857,0.0002053602,0.0001467241,0.00006327905,0.001908801],"category_scores_gemma":[0.00007762099,0.00009490475,0.00005322921,0.0002484783,0.00005454041,0.0002139863,0.00003468679,0.00009788967,0.003019296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006750342,"about_ca_system_score_gemma":0.00004178033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003762742,"about_ca_topic_score_gemma":0.00003753016,"domain_scores_codex":[0.9989659,0.00009069768,0.0001829317,0.0003287978,0.0002236684,0.0002079973],"domain_scores_gemma":[0.9995257,0.00008832618,0.00002005438,0.000251585,0.00003650267,0.00007785742],"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":[0.00001188074,0.00004446722,0.0002402794,0.00004004821,0.000008383066,0.00005112982,0.002354163,0.0006790542,0.9838163,0.002143202,0.008145245,0.002465825],"study_design_scores_gemma":[0.0004763243,0.00006959239,0.01026961,0.0001050676,0.00005237232,0.00007042941,0.0004746235,0.1892383,0.7298636,0.00438854,0.06428949,0.0007020708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870368,0.0004661957,0.00185288,0.0008350558,0.001667494,0.0001293736,0.00002202533,0.001007636,0.006982554],"genre_scores_gemma":[0.996599,0.00001139638,0.0006120434,0.0001818721,0.0000945683,0.00001495721,0.00002113074,0.00001796174,0.002447085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2539527,"threshold_uncertainty_score":0.9990036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01949867699805893,"score_gpt":0.2539744248516401,"score_spread":0.2344757478535811,"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."}}