{"id":"W4412178608","doi":"10.3390/diagnostics15141743","title":"How to Perform Cardiac Contrast-Enhanced Ultrasound (cCEUS): Part I","year":2025,"lang":"en","type":"review","venue":"Diagnostics","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre","funders":"","keywords":"Contrast (vision); Ultrasound; Medicine; Computer science; Radiology; Artificial intelligence","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":[0.001255758,0.0008276618,0.0009608919,0.001939386,0.0002194695,0.001215396,0.0007399395,0.001417817,0.005959326],"category_scores_gemma":[0.002979133,0.0003114342,0.0008302464,0.0009899447,0.0006676316,0.001843272,0.0005371087,0.00153515,0.003444434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005213234,"about_ca_system_score_gemma":0.001716597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001754228,"about_ca_topic_score_gemma":0.002304728,"domain_scores_codex":[0.9993418,0.0001715921,0.0001669935,0.00009594877,0.000183167,0.00004044341],"domain_scores_gemma":[0.9989308,0.0006220376,0.0001704973,0.00003528232,0.0001955955,0.0000457362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006666021,0.00004701721,0.0001928585,0.02445368,0.00007411385,0.0001395944,0.00005222439,0.0001227037,0.001843455,0.002266115,0.02663438,0.9441072],"study_design_scores_gemma":[0.00003770273,0.0001278051,0.001642292,0.01459127,0.0002081377,0.002875021,0.00005976625,0.0001301765,0.001900961,0.001768241,0.9766261,0.00003249865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001868772,0.994385,0.0008315447,0.001132654,0.0005025329,0.00005936973,0.00005293562,0.00002127469,0.002827679],"genre_scores_gemma":[0.001580952,0.9933661,0.002191735,0.0009251125,0.0004380097,0.00006101941,0.0001203811,0.000007379671,0.001309342],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005959326,"threshold_uncertainty_score":0.01993597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02276499567560509,"score_gpt":0.320420367215427,"score_spread":0.297655371539822,"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."}}