{"id":"W2124709976","doi":"","title":"Dynamic training volume: a construct of both time under tension and volume load.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Isometric exercise; Volume (thermodynamics); Resistance training; Medicine; Protocol (science); Electromyography; Elbow; Physical medicine and rehabilitation; Elbow flexion; Physical therapy; Computer science; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0000826536,0.00009314846,0.0001578589,0.00008182602,0.00003862762,0.00001290764,0.00003411644,0.00003933849,0.00001672883],"category_scores_gemma":[0.00001317391,0.00009343382,0.00003528469,0.0001584906,0.00007031282,0.00006936165,0.00001135597,0.00006354041,0.000001057763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003813174,"about_ca_system_score_gemma":0.000007157546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004077691,"about_ca_topic_score_gemma":0.00002108929,"domain_scores_codex":[0.9994061,0.000008830867,0.0001457587,0.0001046892,0.0001036568,0.0002309432],"domain_scores_gemma":[0.9998087,0.00002177303,0.00002861981,0.00007824216,0.00002873113,0.00003394635],"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":[0.00003168898,0.00005437535,0.02607683,0.000178808,0.0003544232,0.000005262551,0.0005430683,0.003104483,0.01937947,0.0006254168,0.01598158,0.9336646],"study_design_scores_gemma":[0.0003251252,0.000007956431,0.9780294,0.00000692123,0.00001747706,0.000008297499,0.00005886282,0.01885191,0.0001367221,0.0003698358,0.002059795,0.0001276621],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877511,0.0007464132,0.001433026,0.0001671728,0.00008670142,0.000236653,0.000007423735,0.0002023976,0.009369075],"genre_scores_gemma":[0.998966,0.0000295004,0.0002859442,0.00002378724,0.00001724442,0.00005971927,0.000004290061,0.0000151266,0.0005984036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9519526,"threshold_uncertainty_score":0.3810121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007700177974866633,"score_gpt":0.1716795546369001,"score_spread":0.1639793766620334,"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."}}