{"id":"W73035437","doi":"10.1007/978-94-010-1015-3_4","title":"Enhancing the Microfluidic Toolbox for Functional Genomics and Recombinant DNA Methods","year":2001,"lang":"en","type":"book-chapter","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Electroporation; Recombinant DNA; Microfluidics; DNA; Computational biology; Transfection; Toolbox; genomic DNA; Functional genomics; Molecular biology; Genomics; Biology; Nanotechnology; Chemistry; Computer science; Genetics; Genome; Materials science; Gene","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":[0.0004625674,0.001071489,0.0008074886,0.001072548,0.0004037874,0.001455583,0.001153956,0.001140081,0.006034606],"category_scores_gemma":[0.0004937641,0.0006099804,0.0005550045,0.0008752825,0.000710814,0.002570812,0.001202314,0.001770858,0.004076295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000846187,"about_ca_system_score_gemma":0.0006730946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005730691,"about_ca_topic_score_gemma":0.001090952,"domain_scores_codex":[0.9997146,0.00003489234,0.0000124499,0.00004988569,0.0001535459,0.00003476188],"domain_scores_gemma":[0.999855,0.00007697669,0.000009491217,0.00001352593,0.00003398128,0.00001095222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007182579,0.0001419842,0.0001509859,0.001347515,0.00002505797,0.0003809548,0.0002325911,0.005590383,0.3109662,0.1590024,0.03710998,0.4849801],"study_design_scores_gemma":[0.0000214491,0.00008234615,0.000300538,0.0002085959,0.0000245575,0.001046634,0.00005098259,0.01224757,0.1796086,0.04909911,0.7572582,0.00005140691],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01271064,0.1072546,0.7264482,0.003007727,0.003007575,0.0002582331,0.0005526154,0.002956816,0.1438036],"genre_scores_gemma":[0.07944655,0.1227041,0.5432175,0.00243526,0.0009880571,0.0005744193,0.0009191862,0.0008530327,0.248862],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006034606,"threshold_uncertainty_score":0.0201878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03021430229276587,"score_gpt":0.2386838831667756,"score_spread":0.2084695808740097,"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."}}