{"id":"W7132952087","doi":"","title":"Engineering Nanoparticles for Multiplexed Point-of-Care and Clinical Diagnostics","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vector Institute","funders":"","keywords":"Multiplexing; Nucleic acid detection; Modular design; Oligonucleotide; Barcode; Molecular diagnostics; Interrogation","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":[0.0001798133,0.0003749374,0.0006124073,0.0001411994,0.00005506003,0.00007980355,0.00008722278,0.000569637,0.00003496172],"category_scores_gemma":[0.001224021,0.0003908203,0.0003509322,0.0002027744,0.00004823653,0.00005311741,0.00003076787,0.0004700674,0.00002937313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004629992,"about_ca_system_score_gemma":0.00002583302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003096832,"about_ca_topic_score_gemma":0.00006422521,"domain_scores_codex":[0.9983621,0.00001950567,0.00069444,0.0004379328,0.0001497787,0.0003362403],"domain_scores_gemma":[0.9980375,0.001334678,0.00009430775,0.0002068225,0.0001490363,0.000177679],"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":[0.001444177,0.000539167,0.001706314,0.1142215,0.0042856,0.0000771066,0.04442197,0.03545991,0.5849457,0.01092653,0.004930659,0.1970413],"study_design_scores_gemma":[0.001226891,0.001023576,0.003087374,0.003541792,0.001892454,0.0000048491,0.007196972,0.8625051,0.1129246,0.0002608889,0.005333291,0.00100227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719777,0.02270223,0.0009455699,0.0002056468,0.002994814,0.000725814,0.00006385257,0.0001614933,0.000222868],"genre_scores_gemma":[0.9843271,0.009946328,0.004330542,0.000005609626,0.0004336663,0.00003417623,0.00008775944,0.0001311921,0.0007036274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8270451,"threshold_uncertainty_score":0.9998544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01682416713715985,"score_gpt":0.3290254469519822,"score_spread":0.3122012798148223,"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."}}