{"id":"W4366424689","doi":"10.3390/polym15081926","title":"The Additive Manufacturing Approach to Polydimethylsiloxane (PDMS) Microfluidic Devices: Review and Future Directions","year":2023,"lang":"en","type":"review","venue":"Polymers","topic":"Nanofabrication and Lithography Techniques","field":"Engineering","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microfluidics; Polydimethylsiloxane; Soft lithography; Nanotechnology; Fabrication; Materials science; Lithography; Mold; PDMS stamp; Computer science; Scope (computer science); Casting; Replica","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002613149,0.0004582963,0.0009299664,0.0003473154,0.0002375207,0.000078416,0.0003675877,0.0001940881,0.0000286131],"category_scores_gemma":[0.00001355472,0.0003212074,0.0003458408,0.001003962,0.00005778651,0.00005780726,0.00007246375,0.0003943709,0.00006611533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006881857,"about_ca_system_score_gemma":0.00003133259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003659371,"about_ca_topic_score_gemma":0.000003114851,"domain_scores_codex":[0.9985032,0.0001170765,0.0004777654,0.0003796614,0.0001508964,0.0003714216],"domain_scores_gemma":[0.9990536,0.0001691783,0.0001062741,0.0004746038,0.00001965769,0.0001767045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[2.502652e-7,0.000004692283,4.583115e-8,0.01284237,0.0002335426,5.732641e-7,0.00004177763,1.413269e-8,5.630988e-7,0.0001130386,0.0158151,0.970948],"study_design_scores_gemma":[0.00001931979,0.000006654435,0.000003979422,0.004034739,0.0007472793,0.00002218349,0.00004491685,4.876204e-7,0.00005782288,0.000003611418,0.9947011,0.0003578345],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[7.98459e-8,0.9908739,0.0001759825,0.000129755,0.0003364836,0.001263606,0.000189069,0.001038566,0.005992613],"genre_scores_gemma":[2.466948e-7,0.9972428,0.0003252168,0.0001977151,0.0002809779,0.001041977,0.000115106,0.0001266792,0.0006692496],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9788861,"threshold_uncertainty_score":0.999924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0219072904663149,"score_gpt":0.281648554853075,"score_spread":0.2597412643867601,"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."}}