{"id":"W4285794839","doi":"10.3390/biomechanics2030029","title":"Comparison of Measured and Observed Exercise Fidelity during a Neuromuscular Training Warm-Up","year":2022,"lang":"en","type":"article","venue":"Biomechanics","topic":"Sports injuries and prevention","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; Alberta Bone and Joint Health Institute; University of Calgary","funders":"International Olympic Committee; University of Calgary","keywords":"Squat; Inertial measurement unit; Physical medicine and rehabilitation; Physical therapy; Hamstring; Athletes; Balance (ability); Vertical jump; Fidelity; Computer science; Jump; Psychology; Medicine; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000387375,0.00009378,0.0003292674,0.00008629289,0.0001430642,0.000006119965,0.00006121699,0.00004064538,0.0001998948],"category_scores_gemma":[0.00003789956,0.0000969199,0.0000965236,0.0002188631,0.00001674987,0.00003269936,0.0001091366,0.0001429157,5.149569e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003363446,"about_ca_system_score_gemma":0.00004119641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003810591,"about_ca_topic_score_gemma":0.000002623349,"domain_scores_codex":[0.998969,0.00004316387,0.0003186697,0.0002021675,0.0003194805,0.0001474751],"domain_scores_gemma":[0.9994938,0.00001078168,0.000139704,0.0002318983,0.00004986998,0.00007398099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001568419,0.0005314404,0.007847154,0.001012718,0.0001595598,0.00006198796,0.007884708,0.00003138818,0.8867334,0.0004758077,0.0005240297,0.09316946],"study_design_scores_gemma":[0.01902636,0.004741621,0.2227135,0.001137867,0.002558458,0.0004601645,0.03611606,0.06441338,0.5759354,0.004636068,0.06648134,0.001779877],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977,0.001229747,0.0002016169,0.0001080219,0.000383059,0.0002846423,0.00002024884,0.00004541529,0.00002718831],"genre_scores_gemma":[0.9991894,0.00005750832,0.0004712552,0.00003324471,0.00002606924,0.00002200441,0.00003805128,0.00001635335,0.0001461485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.310798,"threshold_uncertainty_score":0.3952279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1090158135967823,"score_gpt":0.3238940717494212,"score_spread":0.2148782581526389,"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."}}