{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2596352,0.001832508,0.002136445,0.002470984,0.002834138,0.002575918,0.003954818,0.003221085,0.003117629],"category_scores_gemma":[0.2070695,0.001574522,0.002367698,0.002597363,0.004968656,0.001729136,0.004035315,0.002571363,0.001288505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001805716,"about_ca_system_score_gemma":0.00755683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002322875,"about_ca_topic_score_gemma":0.002305552,"domain_scores_codex":[0.7955284,0.1612228,0.01469744,0.007881857,0.01868407,0.001985514],"domain_scores_gemma":[0.8581847,0.05882914,0.009808602,0.03755407,0.03240729,0.003216176],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.06559239,0.006972274,0.2733685,0.00851031,0.005819339,0.0006009908,0.009452326,0.00695382,0.006861348,0.1571452,0.06001762,0.398706],"study_design_scores_gemma":[0.0363678,0.05320731,0.3542983,0.007799649,0.00645546,0.001348354,0.002651933,0.03514653,0.01386,0.1129429,0.3750498,0.0008719946],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09242798,0.006230656,0.478461,0.004800714,0.004471076,0.3903688,0.008846388,0.0009000721,0.01349333],"genre_scores_gemma":[0.1511655,0.0005140152,0.3009212,0.002461735,0.001539181,0.5397438,0.002286565,0.0002104181,0.001157652],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7403648,"threshold_uncertainty_score":0.9130017,"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."}}