{"id":"W2065373488","doi":"10.1109/jmems.2012.2205136","title":"Self-Enclosed Nanofiber-Reinforced PDMS Channels Using Ultrafast Laser Irradiation","year":2012,"lang":"en","type":"article","venue":"Journal of Microelectromechanical Systems","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Polydimethylsiloxane; Materials science; Microscale chemistry; Curing (chemistry); Laser; Femtosecond; Composite material; Lithography; Irradiation; Nanofiber; Optoelectronics; Nanotechnology; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.0009082087,0.0002631372,0.0005056006,0.000215935,0.00007921366,0.0001607193,0.0003093898,0.0002431879,0.00002672653],"category_scores_gemma":[0.00003838582,0.0002285454,0.0001468664,0.000284958,0.00001237139,0.0007527089,0.00002567026,0.000316165,0.000022811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005170103,"about_ca_system_score_gemma":0.00005638654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001209117,"about_ca_topic_score_gemma":2.52783e-7,"domain_scores_codex":[0.9979215,0.0001002631,0.0008877036,0.0001124077,0.0003602055,0.0006179152],"domain_scores_gemma":[0.9989557,0.00005181571,0.0003869859,0.0001797453,0.0001705624,0.0002552237],"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":[0.00002354674,0.00003434383,0.000008666973,0.0002389027,0.0001054279,0.000006012263,0.0001761656,0.001693029,0.9969232,0.0001814136,0.0004854134,0.0001238438],"study_design_scores_gemma":[0.000542937,0.0002773881,0.00001138032,0.0002432476,0.00009699501,0.0009767317,0.00003534701,0.03840555,0.9557837,0.00009491308,0.003173855,0.0003579527],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.945311,0.0007786754,0.04969817,0.00002739176,0.003314159,0.0002891826,0.000005599135,0.0004558274,0.0001200044],"genre_scores_gemma":[0.9943117,0.00007611956,0.003989325,0.00002692435,0.001479619,0.000006261442,0.000003271237,0.00007497782,0.00003181934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04900069,"threshold_uncertainty_score":0.931981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01121227248480525,"score_gpt":0.2180721102763722,"score_spread":0.2068598377915669,"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."}}