{"id":"W4406285008","doi":"10.1016/j.case.2024.12.004","title":"Next-Gen Diagnostics: Enhancing Shunt Detection With an Innovative Agitated Saline Device","year":2025,"lang":"en","type":"article","venue":"CASE","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Shunt (medical); Biomedical engineering; Computer science; Saline; Medicine; Materials science; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004405796,0.0006616489,0.0003244182,0.001287749,0.0003284292,0.0007011196,0.0008048724,0.002322603,0.001310264],"category_scores_gemma":[0.001422829,0.0002353767,0.0005144277,0.0003198159,0.0007342142,0.001746904,0.0005859215,0.001485954,0.0006720258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003127392,"about_ca_system_score_gemma":0.0003611763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003202106,"about_ca_topic_score_gemma":0.0005391619,"domain_scores_codex":[0.9997538,0.00007228608,0.00002657895,0.00004914307,0.0000469767,0.00005129102],"domain_scores_gemma":[0.9994482,0.0003026837,0.00006738089,0.00005864737,0.00003082328,0.00009211869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004048531,0.0002535824,0.0151418,0.0003339696,0.00004440807,0.825027,0.00031992,0.000906091,0.07282963,0.004058702,0.002439532,0.07824054],"study_design_scores_gemma":[0.00002961012,0.0003277446,0.001819747,0.00008915349,0.00003926221,0.9593973,0.00006034176,0.003747481,0.02343819,0.001102664,0.009926541,0.00002198134],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7061037,0.02319298,0.2073155,0.01518292,0.00189597,0.0003901093,0.000258416,0.001847769,0.04381261],"genre_scores_gemma":[0.8880913,0.003656247,0.1004861,0.003478636,0.001013094,0.00006542249,0.00009469643,0.0001166814,0.002997916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002322603,"threshold_uncertainty_score":0.004383266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193107873478308,"score_gpt":0.3087265522477239,"score_spread":0.2867954735129408,"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."}}