{"id":"W2040156348","doi":"10.1007/s10404-006-0114-7","title":"An integrated genetic analysis microfluidic platform with valves and a PCR chip reusability method to avoid contamination","year":2006,"lang":"en","type":"article","venue":"Microfluidics and Nanofluidics","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Silanization; Microfluidics; Reusability; Lab-on-a-chip; Chip; Nanotechnology; Materials science; Coating; 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":[0.0008590926,0.0007246296,0.0007258035,0.0006633268,0.0004277136,0.0007882223,0.001162562,0.0007958733,0.0009629545],"category_scores_gemma":[0.0008714042,0.0008464975,0.0006973931,0.0003342662,0.0004106635,0.0006409553,0.0005866622,0.0009555116,0.0005864336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005136337,"about_ca_system_score_gemma":0.001053133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006850427,"about_ca_topic_score_gemma":0.001215697,"domain_scores_codex":[0.9990523,0.00007887596,0.00007479951,0.0003005496,0.0004284792,0.00006493211],"domain_scores_gemma":[0.9994323,0.0001641724,0.0001007386,0.0001088336,0.0001182877,0.00007561295],"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":[0.00004298572,0.00004550996,0.0001428359,0.00003307477,0.000007153016,0.00003246723,0.00001042825,0.0001582231,0.9941391,0.0001989591,0.0000731064,0.005116276],"study_design_scores_gemma":[0.00001756049,0.0001323583,0.0007197812,0.000003743738,0.00002350902,0.000214142,0.000002404671,0.002324245,0.9951238,0.0000614791,0.001365041,0.00001188037],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3072751,0.001344138,0.6823806,0.0003740875,0.0004665368,0.0005100911,0.0005613534,0.004540383,0.002547692],"genre_scores_gemma":[0.3813541,0.0005070933,0.609187,0.0003645162,0.00007405264,0.0005039598,0.0009021562,0.0003219333,0.006785156],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001162562,"threshold_uncertainty_score":0.004543364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005037618360238983,"score_gpt":0.2134819380768399,"score_spread":0.2084443197166009,"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."}}