{"id":"W4307341045","doi":"10.2196/35796","title":"Cardiorespiratory Fitness Estimation Based on Heart Rate and Body Acceleration in Adults With Cardiovascular Risk Factors: Validation Study","year":2022,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Cardiovascular and exercise physiology","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Business Finland","keywords":"Cardiorespiratory fitness; Medicine; Heart rate; Cardiology; Dyslipidemia; Internal medicine; Treadmill; Physical therapy; Blood pressure; Obesity","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004985796,0.0009003069,0.0005313354,0.0006209423,0.0005290015,0.0005535748,0.0007796008,0.001135625,0.0007900372],"category_scores_gemma":[0.008208979,0.0003345222,0.0007092151,0.0003628361,0.0005817991,0.0005259504,0.0007494718,0.0007300075,0.0007404682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002724116,"about_ca_system_score_gemma":0.0005648877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003048775,"about_ca_topic_score_gemma":0.003015655,"domain_scores_codex":[0.9986325,0.0005872003,0.000128434,0.0002576446,0.0002785253,0.0001156386],"domain_scores_gemma":[0.9953607,0.00151115,0.0006182138,0.000766183,0.001333702,0.0004100687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001255432,0.002401141,0.9828382,0.0000548293,0.0002455369,0.00008699128,0.0006946876,0.0004551287,0.001766989,0.00004998887,0.0003684161,0.009782793],"study_design_scores_gemma":[0.0002395354,0.003144448,0.9924505,0.00002404604,0.0001263913,0.000250849,0.0002492235,0.002422495,0.0004718972,0.00003188014,0.0005738543,0.00001483299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982781,0.00005388927,0.0007988844,0.00001220529,0.000008391345,0.0002147188,0.000249263,0.00001417203,0.0003702114],"genre_scores_gemma":[0.9966911,0.00006295344,0.001472512,0.00005157679,0.00001848996,0.0002937915,0.001122513,0.00000883686,0.0002781068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004985796,"threshold_uncertainty_score":0.02636772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297308705253896,"score_gpt":0.256308628581933,"score_spread":0.2433355415293941,"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."}}