{"id":"W3183387395","doi":"10.1161/circimaging.120.012386","title":"Prognostic Value of Phase Analysis for Predicting Adverse Cardiac Events Beyond Conventional Single-Photon Emission Computed Tomography Variables: Results From the REFINE SPECT Registry","year":2021,"lang":"en","type":"article","venue":"Circulation Cardiovascular Imaging","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Calgary","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Single-photon emission computed tomography; Emission computed tomography; Computed tomography; Positron emission tomography; Nuclear medicine; Radiology","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":[0.003431688,0.0004434295,0.0005938533,0.0005766667,0.000178196,0.0006929322,0.0005193551,0.0002703631,0.001006712],"category_scores_gemma":[0.009079861,0.0002022029,0.0005513466,0.0007819321,0.0002860097,0.0005738753,0.0008180182,0.0004162175,0.0002978204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003982841,"about_ca_system_score_gemma":0.0006704709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005406125,"about_ca_topic_score_gemma":0.008129245,"domain_scores_codex":[0.9987478,0.0005283687,0.0001240418,0.0002480307,0.0002511268,0.0001006281],"domain_scores_gemma":[0.9934548,0.001827637,0.002047248,0.001399981,0.000962762,0.0003076051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007090506,0.00002710436,0.994226,0.000007727808,0.00006537396,0.00002713783,0.00003087223,0.0002865131,0.0002326711,0.00002513104,0.0003659637,0.003996443],"study_design_scores_gemma":[0.0001016647,0.0003966719,0.994951,0.00001231758,0.0001761626,0.0002783342,0.00006960816,0.00283449,0.0004379608,0.0000519521,0.000676035,0.00001378738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966565,0.0001317764,0.0005149231,0.00006137335,0.00000329095,0.00001993181,0.002265478,0.00002164969,0.0003249457],"genre_scores_gemma":[0.994215,0.0001287722,0.000552469,0.00002118643,0.00001318569,0.00002961649,0.004921335,0.00001676571,0.000101658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005406125,"threshold_uncertainty_score":0.01814872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01664464222911111,"score_gpt":0.2608003262276975,"score_spread":0.2441556839985864,"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."}}