{"id":"W7139598794","doi":"","title":"Early Detection of Cardiac Disease with a Paper Based Fluorescence Biosensor","year":2025,"lang":"","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Fluorescence microscope; Reproducibility; Biomarker; Disease; Point-of-care testing; Troponin I; Heart disease","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009059397,0.0004317182,0.0007335505,0.0001656138,0.0001995688,0.00001963463,0.0002539527,0.0004191579,0.001993293],"category_scores_gemma":[0.00003720112,0.0005214274,0.0004984885,0.0003078694,0.0001508056,0.0004298243,0.00003131386,0.0003030289,0.00001039362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000387184,"about_ca_system_score_gemma":0.0001776537,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08743672,"about_ca_topic_score_gemma":0.02665298,"domain_scores_codex":[0.9983752,0.00009611263,0.0002319171,0.0005177871,0.0004407428,0.0003382027],"domain_scores_gemma":[0.9984678,0.0000989986,0.0002855351,0.0005079879,0.000375934,0.0002637627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0101598,0.000555187,0.001483043,0.01062758,0.002196471,0.0000520982,0.006341081,0.004499081,0.7115361,0.0007037206,0.00006417305,0.2517816],"study_design_scores_gemma":[0.001382823,0.000773176,0.9023355,0.002373685,0.002690135,3.216064e-7,0.006380931,0.05718306,0.02545452,0.00001019094,0.0004159186,0.0009997863],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778681,0.003145831,0.003059717,0.0002531606,0.0008019399,0.0009012606,0.0002989512,0.0001470325,0.01352402],"genre_scores_gemma":[0.9924754,0.0009332168,0.000764964,0.000002639581,0.00004173668,7.640538e-7,0.00005599447,0.0000334423,0.00569184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9008524,"threshold_uncertainty_score":0.9997237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005155098959411568,"score_gpt":0.1895380272831382,"score_spread":0.1843829283237267,"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."}}