{"id":"W1996530158","doi":"10.1007/bf02946003","title":"Acoustic wave network and multivariate analysis for biosensing in space","year":2005,"lang":"en","type":"article","venue":"Microgravity Science and Technology","topic":"Acoustic Wave Resonator Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Biosensor; Biological system; Capacitance; Materials science; Oscillation (cell signaling); Quartz crystal microbalance; Elasticity (physics); Dissipation; Nanotechnology; Physics; Chemistry","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":[0.0004164729,0.0001396628,0.0002491582,0.001043729,0.0001507825,0.00005232418,0.0001622399,0.0002092584,7.116873e-7],"category_scores_gemma":[0.0002401905,0.0001359767,0.00002148238,0.003418667,0.00102831,0.0001136232,0.000153354,0.0001926034,8.883776e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009180989,"about_ca_system_score_gemma":0.00002080875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001855949,"about_ca_topic_score_gemma":0.0002255411,"domain_scores_codex":[0.9988768,0.000004221802,0.0001587111,0.0003404772,0.00009473548,0.0005250379],"domain_scores_gemma":[0.9995624,0.00007202108,0.00002861305,0.0002237942,0.00007106912,0.00004206511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006469214,0.00003114381,0.02360463,0.00004346422,0.00009475918,0.00001781796,0.0001441735,0.01301539,0.6592658,0.003287869,0.0001489373,0.3003395],"study_design_scores_gemma":[0.0006249009,0.00008336909,0.02079877,0.00003486949,0.0001786369,0.00008815821,0.0006649584,0.9053841,0.06125507,0.007417633,0.002961852,0.0005077003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730273,0.001457768,0.02348113,0.001186239,0.00004651594,0.0002263424,0.000006901236,0.0005355902,0.00003223613],"genre_scores_gemma":[0.9520215,0.0001302286,0.04778131,0.00002310044,0.00001556764,0.00001142105,8.352905e-7,0.000009524416,0.000006459007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8923687,"threshold_uncertainty_score":0.5544967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009743339110878105,"score_gpt":0.2330345304181467,"score_spread":0.2232911913072686,"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."}}