{"id":"W2950819922","doi":"10.1109/tbme.2019.2919192","title":"Multimodal Integrated Sensor Platform for Rapid Biomarker Detection","year":2019,"lang":"en","type":"article","venue":"IEEE Transactions on Biomedical Engineering","topic":"Advanced Biosensing Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Engineering and Physical Sciences Research Council; University of Glasgow; Cancer Research UK","keywords":"Computer science; Systems engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00007357921,0.0001482847,0.0001099844,0.00009699168,0.00006319754,0.00001098243,0.00008061533,0.0002048207,0.00001769918],"category_scores_gemma":[0.000009823159,0.0001364461,0.0001132597,0.0001615285,0.00003541664,0.000005067288,0.000001544793,0.0001251275,0.00001381922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003183317,"about_ca_system_score_gemma":0.00001852204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006030886,"about_ca_topic_score_gemma":0.00000230165,"domain_scores_codex":[0.9992509,0.000004570301,0.0001660455,0.0002804452,0.00009053508,0.0002074391],"domain_scores_gemma":[0.9995829,0.00002630932,0.00002880407,0.0002259138,0.00004570797,0.00009039731],"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":[0.00007053974,0.00005689492,3.538266e-7,0.00001415673,0.00003100186,2.725624e-7,0.000003894717,0.001736234,0.9186667,0.000007135476,0.00005060987,0.07936221],"study_design_scores_gemma":[0.0005292662,0.0003086287,0.00001771519,0.00002088838,0.00001253442,0.00001489931,0.00001467158,0.09467193,0.8179219,0.000007419213,0.08629323,0.0001869255],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1215737,0.00001322558,0.8774312,0.00007315844,0.0003401822,0.0003590129,0.00006824055,0.0001216995,0.00001954498],"genre_scores_gemma":[0.969755,0.0000378165,0.02969224,0.00006639068,0.00006871038,0.00009151892,0.00006564467,0.00003303384,0.0001896194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8481813,"threshold_uncertainty_score":0.5564111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009119105489955334,"score_gpt":0.2428011289692551,"score_spread":0.2336820234792997,"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."}}