{"id":"W2973476051","doi":"10.1002/adem.201900977","title":"A Bioinspired Photothermal Pneumatic Device Enabling Optical Manipulation of Microfluid toward Precise Control of Microreactions","year":2019,"lang":"en","type":"article","venue":"Advanced Engineering Materials","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"Ministry of Science and Technology of the People's Republic of China; National Natural Science Foundation of China","keywords":"Photothermal therapy; Microfluidics; Materials science; Photothermal effect; Tube (container); Nanotechnology; Process (computing); Thermal; Composite material; Computer science","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":[0.0001823689,0.0003232827,0.0002058817,0.0002035399,0.0001713095,0.0002354241,0.0004222888,0.0004760177,0.0006041569],"category_scores_gemma":[0.0001446697,0.0002368018,0.0001857682,0.0001571945,0.0002808609,0.0003009484,0.0003129692,0.0003622827,0.0002331736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001958541,"about_ca_system_score_gemma":0.0002437878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001471123,"about_ca_topic_score_gemma":0.0002475119,"domain_scores_codex":[0.9998468,0.00001426264,0.00001116285,0.00005712449,0.00005286044,0.00001778907],"domain_scores_gemma":[0.9999253,0.00001668081,0.0000253847,0.00001051319,0.000009523728,0.00001265649],"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":[0.00001201121,0.00001012111,0.00006454144,0.00006784584,0.000002052205,0.00004476654,0.000008483096,0.0001114178,0.9929487,0.000408108,0.0001313937,0.006190704],"study_design_scores_gemma":[0.00001350221,0.0002027023,0.0008453296,0.000005166588,0.000008092488,0.0003814047,0.000005502501,0.003003957,0.9872558,0.0000689535,0.008195033,0.00001441279],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.663487,0.009738015,0.3117169,0.001082815,0.0007230935,0.0003973701,0.0009480003,0.002363881,0.009542951],"genre_scores_gemma":[0.8030905,0.002150812,0.1883134,0.0003025163,0.00009274603,0.0002388294,0.0003418207,0.00004349448,0.005425913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006041569,"threshold_uncertainty_score":0.002021074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006184755746808979,"score_gpt":0.1955742550087155,"score_spread":0.1893894992619065,"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."}}