{"id":"W2324912272","doi":"10.1149/2.0171510jss","title":"Micro-Nano Systems in Health Care and Environmental Monitoring","year":2015,"lang":"en","type":"article","venue":"ECS Journal of Solid State Science and Technology","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Materials science; Environmental monitoring; Nano-; Systems engineering; Health care; Nanotechnology; Environmental science; Environmental engineering; Engineering; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.0004220247,0.00004968078,0.000115382,0.0003197892,0.00004969659,0.00002076564,0.0001633846,0.00002898549,2.125717e-7],"category_scores_gemma":[0.0000138511,0.00004558185,0.000005367385,0.0002654069,0.0001944023,0.0001073796,0.00006090025,0.0001664029,4.871222e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215239,"about_ca_system_score_gemma":0.00006064643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003122258,"about_ca_topic_score_gemma":0.000002363852,"domain_scores_codex":[0.99946,0.00001265196,0.0001969163,0.00005892258,0.0001194365,0.0001520041],"domain_scores_gemma":[0.9997187,0.000005534791,0.00005965733,0.00009696352,0.00003464779,0.00008451781],"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":[0.00004246931,0.0001021144,0.07690982,0.0002688061,0.00006259565,0.0002488864,0.01507071,0.04474941,0.553761,0.0005626085,0.0008433965,0.3073782],"study_design_scores_gemma":[0.01262337,0.005026834,0.01429224,0.002966401,0.00004589804,0.01036329,0.134891,0.1049557,0.4214253,0.003592962,0.2874625,0.002354396],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9521723,0.04711077,0.0002284799,0.0001775262,0.0001831162,0.00004656679,0.000002027352,0.00001505083,0.00006410433],"genre_scores_gemma":[0.9934475,0.0056273,0.0009001761,0.000005835801,0.000009798526,8.165024e-7,1.533898e-7,0.000004159494,0.00000420686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3050238,"threshold_uncertainty_score":0.1858774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01041741542635132,"score_gpt":0.2454858487554221,"score_spread":0.2350684333290708,"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."}}