{"id":"W3118698000","doi":"10.1016/j.jcmg.2020.11.009","title":"Topological Data Analysis of Coronary Plaques Demonstrates the Natural History of Coronary Atherosclerosis","year":2021,"lang":"en","type":"article","venue":"JACC. Cardiovascular imaging","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"GE Healthcare; St. Jude Medical; Seoul National University Hospital; Medtronic; Dalio Foundation; National Research Foundation of Korea; National Institutes of Health; Michael Wolk Heart Foundation; Ministry of Science, ICT and Future Planning","keywords":"Medicine; Interquartile range; Coronary atherosclerosis; Internal medicine; Cardiology; Coronary disease; Coronary heart disease","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":[0.001189085,0.0004379617,0.0004096774,0.007014615,0.0005528724,0.002321513,0.0003771808,0.0005774758,0.002543399],"category_scores_gemma":[0.007419184,0.0003075296,0.0005899703,0.002644383,0.0005462408,0.001466956,0.000762376,0.0005574283,0.0007923549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004598875,"about_ca_system_score_gemma":0.0004010794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001359053,"about_ca_topic_score_gemma":0.00186981,"domain_scores_codex":[0.9992896,0.0002082269,0.00006804223,0.0001578358,0.000197177,0.00007908596],"domain_scores_gemma":[0.9938173,0.002824707,0.001157925,0.0007938444,0.00107506,0.0003311925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001608743,0.0002580865,0.647772,0.0006356407,0.0007074847,0.001709139,0.001206212,0.0225237,0.06567845,0.01351866,0.005436392,0.2389455],"study_design_scores_gemma":[0.00005495164,0.0007846427,0.735521,0.0001958865,0.0005411154,0.006763282,0.001561598,0.1774449,0.02074043,0.04469997,0.01145422,0.0002379747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9274673,0.002120584,0.06108845,0.0007713721,0.00009023281,0.0000700147,0.003330648,0.0007865721,0.004274839],"genre_scores_gemma":[0.9866365,0.0004488557,0.01105534,0.00003453383,0.00005155752,0.00002343645,0.001227799,0.00008224275,0.0004398836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007014615,"threshold_uncertainty_score":0.008508503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03322378714925343,"score_gpt":0.2568204086506091,"score_spread":0.2235966215013556,"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."}}