{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02398633,0.0007444921,0.001453096,0.001677177,0.003234167,0.01267527,0.00381627,0.0218812,0.005306818],"category_scores_gemma":[0.02259071,0.0004551178,0.001241828,0.00113239,0.02014059,0.01472082,0.008698267,0.03379387,0.002233171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005057274,"about_ca_system_score_gemma":0.01068323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004056541,"about_ca_topic_score_gemma":0.008921333,"domain_scores_codex":[0.9841,0.007566032,0.000885787,0.00181303,0.004338975,0.001296196],"domain_scores_gemma":[0.9718843,0.01774238,0.001771872,0.001315774,0.003648593,0.003637069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004305384,0.0006236478,0.0041206,0.004806229,0.0001361191,0.0007793665,0.01089388,0.0005906759,0.001856156,0.4102079,0.21427,0.351285],"study_design_scores_gemma":[0.0001242299,0.000378668,0.01146792,0.01048742,0.0001208389,0.0005620497,0.01240578,0.0005401543,0.0005652984,0.2510312,0.7121657,0.0001506818],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001480291,0.03791845,0.00148866,0.9445376,0.008561188,0.00001708664,0.00002195044,0.0000268905,0.005947839],"genre_scores_gemma":[0.0815796,0.1260064,0.01089815,0.7404184,0.03318178,0.0002911086,0.00009035168,0.0001397663,0.007394487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02398633,"threshold_uncertainty_score":0.1268533,"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."}}