{"id":"W2604186085","doi":"10.1186/s12889-017-4209-8","title":"A higher effort-based paradigm in physical activity and exercise for public health: making the case for a greater emphasis on resistance training","year":2017,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Physical Activity and Health","field":"Medicine","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Institute of General Medical Sciences; Medical Research Council","keywords":"Cardiorespiratory fitness; Medicine; Rowing; Exercise prescription; Public health; Physical fitness; Aerobic exercise; Biostatistics; Sports medicine; Physical activity; Physical therapy; Gerontology; Nursing","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002439789,0.0002794256,0.0009695644,0.0001653385,0.001554816,0.000248366,0.0002017776,0.0001055074,0.000004137979],"category_scores_gemma":[0.0004705583,0.0002001085,0.000179718,0.0001708459,0.0002040396,0.0004177166,0.00004322621,0.0004005569,0.000001559277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005857048,"about_ca_system_score_gemma":0.002832815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006921423,"about_ca_topic_score_gemma":0.00288416,"domain_scores_codex":[0.9972582,0.0002130915,0.0003559198,0.0006417037,0.0002656968,0.001265386],"domain_scores_gemma":[0.997077,0.0008657208,0.0004706452,0.0008203484,0.00006592958,0.0007002897],"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":[0.006238847,0.008056549,0.01146426,0.01237697,0.0001119673,0.000143779,0.01515574,0.000005197218,0.00002394109,0.06055466,0.006516218,0.8793519],"study_design_scores_gemma":[0.02682773,0.006425959,0.7848846,0.002662613,0.00007794503,0.0001539089,0.001044117,0.02437899,0.00006132475,0.00642432,0.145994,0.001064482],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7516656,0.00009307772,0.002952465,0.2419144,0.0001156355,0.002909448,0.0001191315,0.00006308947,0.0001671629],"genre_scores_gemma":[0.9923643,0.00001667692,0.001212398,0.004773045,0.0004326391,0.0009993063,0.00001769162,0.00004717583,0.0001367935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8782874,"threshold_uncertainty_score":0.999745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3111277615198029,"score_gpt":0.4286337556518709,"score_spread":0.117505994132068,"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."}}