{"id":"W4417397301","doi":"10.1016/j.jacadv.2025.102479","title":"Practice Patterns in Testing Procedures and Interpretation of Cardiopulmonary Exercise Testing","year":2025,"lang":"en","type":"article","venue":"JACC Advances","topic":"Cardiovascular and exercise physiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute; Portland State University; American Heart Association; National Institutes of Health; American Diabetes Association","keywords":"Interpretation (philosophy); Test (biology); Clinical Practice; MEDLINE; Cardiopulmonary resuscitation","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":[0.0001814791,0.00008582477,0.0003677534,0.0001205054,0.00002536696,0.000005484413,0.00003500022,0.00003745175,8.424215e-7],"category_scores_gemma":[0.002492626,0.00007619094,0.00005080581,0.0003016854,0.0000388788,0.0002070127,0.00004863044,0.0001068515,5.629389e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002070995,"about_ca_system_score_gemma":0.00006545438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001373973,"about_ca_topic_score_gemma":0.00001270332,"domain_scores_codex":[0.9993415,0.00003467584,0.0002174884,0.0001994497,0.00009263882,0.000114233],"domain_scores_gemma":[0.9991994,0.000428497,0.00007557065,0.0001306161,0.000142126,0.0000238012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001215843,0.0001000672,0.1750547,0.002146011,0.00006943571,0.00006381191,0.0005987863,0.001291836,0.006943264,0.0000208072,0.00002029301,0.8124752],"study_design_scores_gemma":[0.001729661,0.0002663492,0.9661209,0.007879111,0.000585172,0.0002677408,0.004604081,0.008319967,0.007537744,0.002127046,0.000311429,0.0002508215],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97357,0.01670778,0.0008972134,0.0001452254,0.0001097168,0.0003792912,0.000002864692,0.00003775015,0.008150168],"genre_scores_gemma":[0.9941114,0.0006504482,0.005037343,0.00009233854,0.00003422763,0.00003545528,0.000004434295,0.000006862088,0.00002748533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8122244,"threshold_uncertainty_score":0.3106976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01107053880474471,"score_gpt":0.3013091699006956,"score_spread":0.2902386310959509,"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."}}