{"id":"W4390639976","doi":"10.47206/ijsc.v4i1.243","title":"Effects of Co-Contraction Training on Neuromuscular Outcomes of Elbow Flexors and Extensors: A Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"International Journal of Strength and Conditioning","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agricultural Research Institute of Ontario; University of Ottawa; University of British Columbia","funders":"","keywords":"Isometric exercise; Elbow; Medicine; Physical medicine and rehabilitation; Meta-analysis; Physical therapy; Concentric; Eccentric; Strength training; Subgroup analysis; Internal medicine; Anatomy; Mathematics","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":[0.0002656739,0.0002452461,0.002797544,0.0007716951,0.00002821166,0.00004438958,0.00009056213,0.0000766368,0.00001586329],"category_scores_gemma":[0.0002551221,0.0001660698,0.0009009421,0.0002103125,0.00004299809,0.0001345179,0.00001256863,0.0003153303,1.191069e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002048326,"about_ca_system_score_gemma":0.00001866461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002557232,"about_ca_topic_score_gemma":0.000001251745,"domain_scores_codex":[0.998402,0.00009985756,0.000969377,0.0001306636,0.0003128333,0.00008529366],"domain_scores_gemma":[0.998305,0.0006724779,0.0007433129,0.00006740449,0.0001522606,0.00005952865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000005767107,0.00004594143,0.000007533379,0.570394,0.3997057,0.00004747852,0.0002796841,0.00004217252,0.00001237673,0.0006240427,0.0001431066,0.02869219],"study_design_scores_gemma":[0.0003561568,0.0001491343,0.00035644,0.06458132,0.9311199,0.0001767632,0.0001577467,0.0000792434,0.0000368109,0.0001028112,0.002564397,0.0003193129],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005796868,0.9987918,0.00009131976,0.00005001747,0.0001071033,0.0002626752,0.00005524198,0.00001165989,0.0000505415],"genre_scores_gemma":[0.04269664,0.957106,0.00005086872,0.00004968059,0.00002402746,0.00003024913,0.00001274188,0.00001599177,0.00001383318],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5314142,"threshold_uncertainty_score":0.677213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03025872682195139,"score_gpt":0.3168232022251591,"score_spread":0.2865644754032077,"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."}}