{"id":"W4400737469","doi":"10.1002/adsr.202400051","title":"Point‐of‐Care Urinary Tract Infection (UTI) Diagnosis Enhanced by Nanostructured Biosensors: Review Paper","year":2024,"lang":"en","type":"article","venue":"Advanced Sensor Research","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph's Hospital; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Urinary system; Point of care; Point-of-care testing; Intensive care medicine; Medicine; Urology; Computer science; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005921206,0.0003110391,0.00054998,0.0006545861,0.00020311,0.00004595554,0.0001435733,0.0001541073,0.00126337],"category_scores_gemma":[0.001142277,0.00027364,0.0002978874,0.001864347,0.0002178708,0.0005082952,0.0001210241,0.0009915979,0.0003490674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004244437,"about_ca_system_score_gemma":0.0001362681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008465663,"about_ca_topic_score_gemma":0.000005896468,"domain_scores_codex":[0.9966794,0.0003634704,0.0005833082,0.0007559186,0.0009684389,0.0006494454],"domain_scores_gemma":[0.9976665,0.0005516031,0.00008256093,0.0008341248,0.0005932894,0.0002718672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001073654,0.007314969,0.003188429,0.05583331,0.0009234427,0.001583056,0.001146957,0.00008876574,0.5572234,0.0009029774,0.09837708,0.272344],"study_design_scores_gemma":[0.0009807509,0.008620244,0.004556022,0.01107185,0.0002942741,0.000442329,0.0004196318,0.00002165484,0.2823284,0.0002380775,0.6905754,0.0004514637],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8268521,0.1358428,0.0001573637,0.009876803,0.001069064,0.005168201,0.000126186,0.0007374754,0.02017],"genre_scores_gemma":[0.8817216,0.1126111,0.0007635995,0.0003716829,0.0001548726,0.0004936798,0.0001526818,0.00009424258,0.003636574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5921983,"threshold_uncertainty_score":0.9999716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02964592000870618,"score_gpt":0.3940959842531489,"score_spread":0.3644500642444427,"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."}}