{"id":"W19614208","doi":"10.2174/1389201053167220","title":"An Integrated Platform for Bio-Analysis and Drug Delivery","year":2005,"lang":"en","type":"review","venue":"Current Pharmaceutical Biotechnology","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Microelectromechanical systems; Microfabrication; Microelectronics; Fabrication; Nanotechnology; Cantilever; Computer science; Materials 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001668583,0.000516787,0.001315047,0.0007988286,0.00009819571,0.00004079997,0.0004931159,0.0007345447,0.0001051944],"category_scores_gemma":[0.000009047465,0.000441616,0.0004173773,0.001214555,0.0002104391,0.00006444226,0.00006835303,0.0009671259,0.00005080303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001863816,"about_ca_system_score_gemma":0.00006702761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001624049,"about_ca_topic_score_gemma":0.000003793489,"domain_scores_codex":[0.9981264,0.0000314696,0.0005931102,0.0005775883,0.0000907594,0.0005806754],"domain_scores_gemma":[0.9990841,0.000110134,0.00007911812,0.0004723549,0.00004167143,0.0002125863],"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":[0.000003131776,0.00005453913,4.257031e-7,0.001694128,0.0008117795,6.346649e-7,0.000004586573,6.930756e-7,0.0003117451,0.001200336,0.006044897,0.9898731],"study_design_scores_gemma":[0.000148707,0.00002189807,1.359024e-7,0.0001849985,0.00591466,0.00001296309,0.000005662892,0.001814707,0.001703127,0.00004740726,0.9897016,0.0004441522],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001138169,0.9846725,0.01308287,0.00005990496,0.0001333419,0.0008615611,0.0003966799,0.000667517,0.00001176251],"genre_scores_gemma":[0.00009973307,0.9979231,0.0002878784,0.00001718392,0.0001284196,0.0003978581,0.00106946,0.00006700989,0.000009348874],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9894289,"threshold_uncertainty_score":0.9998035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04705480343905041,"score_gpt":0.3553368225242439,"score_spread":0.3082820190851935,"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."}}