{"id":"W4283380754","doi":"10.1249/mss.0000000000002980","title":"Toward Personalized Exercise Medicine: A Cautionary Tale","year":2022,"lang":"en","type":"article","venue":"Medicine & Science in Sports & Exercise","topic":"Cardiovascular and exercise physiology","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Cardiorespiratory fitness; Medicine; Anthropometry; Waist; Body mass index; Physical therapy; Body fat percentage; Randomized controlled trial; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1500222,0.001954911,0.005647183,0.003039936,0.002783849,0.01532386,0.00508157,0.01210831,0.00500355],"category_scores_gemma":[0.1810211,0.001031004,0.002180106,0.002187477,0.02524094,0.013961,0.007015591,0.03349857,0.00310624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002758963,"about_ca_system_score_gemma":0.006460484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002838486,"about_ca_topic_score_gemma":0.003410415,"domain_scores_codex":[0.9090446,0.06220127,0.006820679,0.006937226,0.01423189,0.0007643129],"domain_scores_gemma":[0.682992,0.2629124,0.006287661,0.02174451,0.02215982,0.003903658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002439273,0.0007796109,0.02175963,0.0101428,0.004749172,0.001413168,0.007707895,0.004360434,0.001895666,0.1878234,0.4047326,0.3521964],"study_design_scores_gemma":[0.0007924644,0.001526189,0.01089614,0.01053927,0.001115069,0.001418244,0.00511693,0.006687053,0.001287438,0.4395227,0.5204552,0.0006433799],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003069004,0.07012887,0.02890979,0.8781167,0.01522522,0.0002501428,0.0002411422,0.0003487873,0.003710364],"genre_scores_gemma":[0.08308283,0.05486857,0.09213398,0.7142203,0.04785797,0.001389974,0.0001507588,0.0002359921,0.006059563],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1500222,"threshold_uncertainty_score":0.7934027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02024095972622791,"score_gpt":0.2833936807644304,"score_spread":0.2631527210382025,"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."}}