{"id":"W2955231515","doi":"10.1519/jsc.0000000000003233","title":"Considerations for Velocity-Based Training: The Instruction to Move “As Fast As Possible” Is Less Effective Than a Target Velocity","year":2019,"lang":"en","type":"article","venue":"The Journal of Strength and Conditioning Research","topic":"Sports Performance and Training","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Bench press; Wilcoxon signed-rank test; Test (biology); Mathematics; Set (abstract data type); Computer science; Psychology; Simulation; Statistics; Resistance training; Physical therapy; Medicine","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":[0.0008809268,0.0003633008,0.0002346673,0.0002336403,0.0002385006,0.0003528679,0.0004115545,0.0007086468,0.007086054],"category_scores_gemma":[0.004247039,0.0001745718,0.0001821114,0.00008296389,0.0003039664,0.0004501916,0.0003020393,0.0006772652,0.0009056415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001631218,"about_ca_system_score_gemma":0.0003787895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004660157,"about_ca_topic_score_gemma":0.001321254,"domain_scores_codex":[0.9994568,0.0001755872,0.00005518145,0.0000589653,0.0002186527,0.00003485944],"domain_scores_gemma":[0.9975673,0.001385499,0.0006164641,0.00006870532,0.00020868,0.0001533938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01398844,0.01244106,0.03793832,0.004154288,0.0002393582,0.0005231575,0.001488404,0.001748901,0.5195467,0.001445752,0.008611703,0.397874],"study_design_scores_gemma":[0.00222553,0.08127582,0.6733047,0.001346328,0.00078268,0.001431009,0.001674411,0.007241987,0.1996324,0.001818076,0.02909813,0.0001690007],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873956,0.0009161997,0.004489644,0.001776277,0.0001395253,0.0001927775,0.00005868654,0.0001208396,0.004910519],"genre_scores_gemma":[0.9717604,0.0008308874,0.02237753,0.0007435706,0.0001303662,0.0002242092,0.000100778,0.0000351221,0.003797238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007086054,"threshold_uncertainty_score":0.02370524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05082255567711364,"score_gpt":0.3560850935857081,"score_spread":0.3052625379085945,"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."}}