{"id":"W3207100137","doi":"10.36660/abc.20201347","title":"Cardiovascular Imaging in Congenital Heart Diseases: Why not Leverage New Imaging Modalities?","year":2021,"lang":"en","type":"letter","venue":"PubMed","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation","funders":"","keywords":"Medicine; Modalities; Leverage (statistics); Cardiac imaging; Cardiology; Internal medicine; 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":[0.006255723,0.000638521,0.001649636,0.001663334,0.002997254,0.003315191,0.00176221,0.03912719,0.005485767],"category_scores_gemma":[0.05216305,0.0007971689,0.00120277,0.001203756,0.003858685,0.005728967,0.00228447,0.03457702,0.004417653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00396926,"about_ca_system_score_gemma":0.00486124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00497334,"about_ca_topic_score_gemma":0.01304892,"domain_scores_codex":[0.9942569,0.001812907,0.001552202,0.0005945523,0.001276897,0.0005065846],"domain_scores_gemma":[0.954273,0.02925312,0.002644728,0.00132884,0.007330762,0.0051694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000767204,0.00004568911,0.003926689,0.0002791541,0.00004457564,0.00941035,0.0002523013,0.00006568592,0.0003593963,0.003684724,0.9508337,0.03102095],"study_design_scores_gemma":[0.0003152791,0.0001132055,0.00691868,0.004134185,0.0001505395,0.02848405,0.001792093,0.0006075947,0.0004489391,0.03136051,0.9254909,0.0001840351],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004230356,0.004152224,0.0001329333,0.9804897,0.0127259,0.000006475213,0.00003215344,0.00001565062,0.002021958],"genre_scores_gemma":[0.005733971,0.005744973,0.0004916249,0.868755,0.1177284,0.00002605802,0.00003889052,0.00002582613,0.001455265],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03912719,"threshold_uncertainty_score":0.0330838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02578771461949452,"score_gpt":0.2344539442658395,"score_spread":0.208666229646345,"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."}}