{"id":"W2116099413","doi":"10.1002/9780470061565.hbb139","title":"Biosensors for Neurological Disease","year":2007,"lang":"en","type":"other","venue":"","topic":"Polyomavirus and related diseases","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bovine spongiform encephalopathy; Disease; Biomarker; Medicine; Biomarker discovery; Progressive multifocal leukoencephalopathy; Multiple sclerosis; Oncology; Bioinformatics; Internal medicine; Immunology; Biology; Prion protein; Genetics; Gene","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002594468,0.0001683764,0.000236875,0.0002150898,0.00001970694,0.000004619318,0.00004504934,0.0002995517,0.007609624],"category_scores_gemma":[0.0000721801,0.0001027096,0.0002181454,0.00006441621,0.00006899404,0.000003555281,0.00001454903,0.0001100393,0.000359869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005185481,"about_ca_system_score_gemma":0.0000560001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001052683,"about_ca_topic_score_gemma":0.000001540283,"domain_scores_codex":[0.9992868,0.000006586575,0.0001105762,0.0002495639,0.0001207676,0.0002256866],"domain_scores_gemma":[0.9992522,0.00002679969,0.00004197372,0.0002205713,0.00001223396,0.0004462134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004116397,0.0001987165,0.000583422,0.0001194838,0.00008209968,0.000288594,8.642846e-7,9.532389e-8,0.000006670677,0.0009379797,0.9946361,0.002734359],"study_design_scores_gemma":[0.0008193717,0.0001396757,0.001433856,0.00007800337,0.0003984151,0.000006792237,0.000001900601,0.00005240781,0.000005632982,0.00004336013,0.9968871,0.0001334091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002450875,0.004937846,0.0001601916,0.0008949751,0.0003245139,0.0007995367,0.0001707067,0.0005060658,0.9919611],"genre_scores_gemma":[0.0007928294,0.0002674049,0.0004878084,0.002420214,0.0006581496,0.00001662273,0.0001243274,0.0002614449,0.9949712],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007249755,"threshold_uncertainty_score":0.9932976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02275908956473269,"score_gpt":0.3111024109937111,"score_spread":0.2883433214289783,"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."}}