{"id":"W4412960014","doi":"10.1007/s11332-025-01435-5","title":"Cardiorespiratory responses to under-desk elliptical trainers","year":2025,"lang":"en","type":"article","venue":"Sport Sciences for Health","topic":"Cardiovascular and exercise physiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cardiorespiratory fitness; Desk; Human physiology; Sports medicine; Annals; Medicine; Physical therapy; Engineering; Internal medicine; Mechanical engineering; History","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001599502,0.0001088332,0.0005333279,0.0002659483,0.0002636428,0.00001531468,0.0001300632,0.00005446872,0.00001002111],"category_scores_gemma":[0.00009612182,0.00008760818,0.0002935027,0.0006305691,0.0002789293,0.0000355364,0.0000329141,0.00009053401,0.00001826762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001386401,"about_ca_system_score_gemma":0.001804175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001569796,"about_ca_topic_score_gemma":0.00002523969,"domain_scores_codex":[0.9985611,0.00002652144,0.000265649,0.000415986,0.0002671034,0.0004636397],"domain_scores_gemma":[0.9992765,0.00006246277,0.00002992156,0.0002898672,0.00006449065,0.0002767395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.03064175,0.001109734,0.07458338,0.003207921,0.00115779,0.0001522733,0.003354139,0.004439734,0.009977039,0.3924067,0.2331397,0.2458298],"study_design_scores_gemma":[0.003715761,0.004666304,0.5962231,0.0004016376,0.0002337298,0.00008961445,0.001989629,0.0002858557,0.001938212,0.00594038,0.3840247,0.0004911153],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973073,0.0008093714,0.003736955,0.01582253,0.0005025016,0.0009898789,0.00001195582,0.00007793697,0.004975851],"genre_scores_gemma":[0.9836222,0.00005284105,0.001650132,0.01348874,0.0001570039,0.00005630825,0.000007405963,0.000007730193,0.0009576557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5216397,"threshold_uncertainty_score":0.3572558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04563849280030345,"score_gpt":0.4115150754255529,"score_spread":0.3658765826252495,"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."}}