{"id":"W4323051024","doi":"10.1101/2023.03.02.530606","title":"Microfluidics on Stretchable Strings","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill Genome Centre","funders":"Natural Sciences and Engineering Research Council of Canada; Grand Challenges Canada","keywords":"Microfluidics; Digital microfluidics; Nanotechnology; Thread (computing); Realization (probability); Computer science; Materials science; Engineering; Optoelectronics; Mathematics; Mechanical engineering; Electrowetting","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001911482,0.0002832216,0.0002361628,0.000345895,0.0002120998,0.0005566411,0.000411812,0.0004259654,0.003785132],"category_scores_gemma":[0.0004307765,0.0001719476,0.0002031163,0.0002915104,0.000544598,0.0008851545,0.0007915798,0.0004521369,0.0008532367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003047606,"about_ca_system_score_gemma":0.0001581939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001454205,"about_ca_topic_score_gemma":0.0001315996,"domain_scores_codex":[0.999768,0.00003655839,0.00001505149,0.00005642179,0.0000959604,0.00002815949],"domain_scores_gemma":[0.9998034,0.00008717096,0.0000452874,0.00002443249,0.00002153841,0.00001819617],"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":[0.000100999,0.00004461367,0.0002848083,0.0003438145,0.00002201461,0.0004380938,0.0001621352,0.01149482,0.7669045,0.1527559,0.002473648,0.06497473],"study_design_scores_gemma":[0.0001322647,0.0006446658,0.001543947,0.0001920201,0.00003661938,0.0005725558,0.00008198538,0.08235144,0.6298401,0.08731839,0.1971585,0.0001275609],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4297299,0.0257728,0.444632,0.002794213,0.00429301,0.0002130067,0.000717175,0.002052578,0.08979543],"genre_scores_gemma":[0.8518826,0.01329776,0.09546345,0.001043707,0.0008158522,0.0001983958,0.0002913136,0.0001197332,0.03688714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003785132,"threshold_uncertainty_score":0.01266253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01325551214104587,"score_gpt":0.1984468731367595,"score_spread":0.1851913609957137,"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."}}