{"id":"W2196542401","doi":"10.1086/683694","title":"The Unique Heart Sound Signature of Children with Pulmonary Artery Hypertension","year":2015,"lang":"en","type":"article","venue":"Pulmonary Circulation","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; Stollery Children's Hospital; University of Alberta","funders":"Stollery Children’s Hospital Foundation; Women and Children's Health Research Institute","keywords":"Medicine; Pulmonary hypertension; Cardiology; Signature (topology); Sound (geography); Pulmonary artery; Internal medicine; Acoustics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003341728,0.0002255702,0.0003319538,0.0002505207,0.0002150102,0.00002269958,0.0001153152,0.0001491845,0.00001320412],"category_scores_gemma":[0.00009301853,0.0001334492,0.0001116438,0.0007181469,0.0001848665,0.0002216154,0.00005179483,0.0002916464,0.00003624662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000970164,"about_ca_system_score_gemma":0.0002369071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008520569,"about_ca_topic_score_gemma":0.000004373722,"domain_scores_codex":[0.9980264,0.0001410429,0.0003047597,0.0003617334,0.0008004028,0.0003656456],"domain_scores_gemma":[0.998384,0.0001191849,0.000113533,0.0005628738,0.0004754943,0.0003449159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001944236,0.001128003,0.9600711,0.00003722101,0.0003067807,0.001607665,0.00004170951,0.0002327548,0.02523307,0.0001368949,0.0009143052,0.008346217],"study_design_scores_gemma":[0.0009638662,0.0004378826,0.983825,0.00008879845,0.0001233451,0.007088494,0.0001130612,0.004458984,0.0005834744,0.001504924,0.0006494882,0.0001627014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922085,0.002363173,0.00008351615,0.002100861,0.00007885819,0.0009191381,0.00001357647,0.00007354136,0.002158788],"genre_scores_gemma":[0.9985099,0.00007817062,0.0002595022,0.0002872307,0.0001259403,0.0000383135,0.0003222835,0.00003879055,0.0003398147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0246496,"threshold_uncertainty_score":0.5441899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0311684239209405,"score_gpt":0.2642752380008959,"score_spread":0.2331068140799554,"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."}}