{"id":"W4385827226","doi":"10.2196/45504","title":"Use of Wearable Devices for Peak Oxygen Consumption Measurement in Clinical Cardiology: Case Report and Literature Review","year":2023,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Cardiovascular and exercise physiology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wearable computer; Medicine; Wearable technology; Population; Cardiology; Intensive care medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02550807,0.00008942693,0.001027012,0.0004022621,0.00003442831,0.0000147402,0.0001064012,0.0001956731,0.0000408271],"category_scores_gemma":[0.03403956,0.0000612005,0.0004258929,0.0003597265,0.0002415456,0.0001379131,0.0001201373,0.00136484,0.000005255913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070754,"about_ca_system_score_gemma":0.0004904558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005943638,"about_ca_topic_score_gemma":0.00004308426,"domain_scores_codex":[0.995788,0.001120653,0.001034984,0.0002170847,0.001579015,0.0002603045],"domain_scores_gemma":[0.9945654,0.002423728,0.0002354682,0.00022338,0.00224882,0.0003032269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.01441411,0.0005830044,0.0188079,0.01152185,0.003357178,0.6584969,0.0008288176,0.000009429283,0.003326618,0.00003020483,0.1125484,0.1760756],"study_design_scores_gemma":[0.006337788,0.002829307,0.3495329,0.08936149,0.0006826555,0.5029664,0.001067912,0.0007143437,0.0004793851,0.000311466,0.04549675,0.0002195407],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9345379,0.05836654,0.0001081002,0.005954386,0.0003290638,0.0006324108,0.0000083226,0.000004902073,0.00005832977],"genre_scores_gemma":[0.8224588,0.1768442,0.00009879627,0.0001712398,0.0003484644,0.0000223634,0.000007746861,0.00001044667,0.00003796657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.330725,"threshold_uncertainty_score":0.9740971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.301695414111496,"score_gpt":0.5288040823430584,"score_spread":0.2271086682315624,"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."}}