{"id":"W7132978663","doi":"","title":"Point-of-care Detection Platforms for Metabolic Biomarker and Infectious Disease","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Infectious disease (medical specialty); Outbreak; Disease; Pandemic; Biomarker; Disease monitoring","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":[0.0001379515,0.0005046321,0.0006591604,0.0005111196,0.0002197994,0.00008068793,0.00008222544,0.0005053626,0.00005036999],"category_scores_gemma":[0.0003088882,0.0005043899,0.0004028724,0.0006364409,0.00005878799,0.0001568623,0.00002656909,0.000308261,0.00003158517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007521261,"about_ca_system_score_gemma":0.00003902097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002010004,"about_ca_topic_score_gemma":0.0006345685,"domain_scores_codex":[0.9983171,0.00001655464,0.0004962055,0.0005139335,0.0002298528,0.0004264156],"domain_scores_gemma":[0.9987929,0.0002043123,0.0002026369,0.0002816464,0.0002320332,0.0002864952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006857726,0.0002995858,0.001338467,0.05295299,0.003987784,0.00003113481,0.02210328,0.009535363,0.184,0.008353223,0.0003002377,0.7102402],"study_design_scores_gemma":[0.005624403,0.001775031,0.1600206,0.002646982,0.006569973,0.00001920814,0.02342313,0.6270495,0.1514878,0.01181042,0.005678658,0.00389426],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838383,0.005486696,0.005830221,0.00005876955,0.002522129,0.00124366,0.0000933512,0.0003305154,0.0005963908],"genre_scores_gemma":[0.9942449,0.002030188,0.00009258247,0.000006250894,0.0002282118,0.0001360614,0.0002466026,0.0001671602,0.00284804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.706346,"threshold_uncertainty_score":0.9997408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396734795481271,"score_gpt":0.2889201531345894,"score_spread":0.2749528051797767,"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."}}