{"id":"W4415913367","doi":"10.1161/circheartfailure.125.012833","title":"SPIROMICS HF: Rationale, Design, and Reproducibility of Measures","year":2025,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nortel (Canada)","funders":"National Institute on Drug Abuse; National Heart, Lung, and Blood Institute; National Institutes of Health; U.S. Department of Veterans Affairs","keywords":"COPD; Reproducibility; MEDLINE; Heart failure; Cardiopulmonary bypass","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009286459,0.0001036728,0.0002489071,0.0001617956,0.00008519104,0.00001404546,0.00004638289,0.00008857685,0.0001206926],"category_scores_gemma":[0.001133777,0.0001033442,0.00007387425,0.0003519164,0.0001705391,0.0001044435,0.00004428945,0.0001440061,0.000007362094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001457155,"about_ca_system_score_gemma":0.0004727479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002956327,"about_ca_topic_score_gemma":0.000006104571,"domain_scores_codex":[0.9984475,0.0001345995,0.0003017419,0.000643237,0.0003254284,0.00014746],"domain_scores_gemma":[0.9984248,0.0001386192,0.0000512356,0.0008720419,0.0004185719,0.00009478242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002928881,0.0002343956,0.888944,0.0010757,0.000121021,0.000005284468,0.0001394101,0.001160322,0.08938519,0.003336225,0.006140849,0.009164714],"study_design_scores_gemma":[0.0007822821,0.00002273379,0.9781376,0.0000928741,0.00005795063,0.00001655521,0.00006957616,0.004095375,0.005883528,0.002618185,0.008147012,0.00007636842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759046,0.001574813,0.009178907,0.01073414,0.0001154961,0.001891095,0.00001328096,0.00005477307,0.0005329021],"genre_scores_gemma":[0.9948742,0.00001101632,0.004341592,0.000158409,0.000065785,0.00003302861,0.0000350546,0.00001016957,0.000470775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08919356,"threshold_uncertainty_score":0.4214255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03524810046973044,"score_gpt":0.3100223327521015,"score_spread":0.2747742322823711,"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."}}