{"id":"W3164484253","doi":"10.3390/diagnostics11060997","title":"Electromyographic Assessment of Anterior Cruciate Ligament Injury Risk in Male Tennis Players: Which Role for Visual Input? A Proof-of-Concept Study","year":2021,"lang":"en","type":"article","venue":"Diagnostics","topic":"Sports injuries and prevention","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Anterior cruciate ligament; ACL injury; Biceps; Medicine; Vastus medialis; Physical medicine and rehabilitation; Athletes; Valgus; Physical therapy; Thigh; Electromyography; 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":[0.0005250059,0.0001593985,0.0006189967,0.0001670953,0.00003815321,0.00001363514,0.00007324798,0.00009318056,0.00007899328],"category_scores_gemma":[0.0006693254,0.0001526092,0.0001577067,0.0005107755,0.00004015625,0.0000528532,0.00006464888,0.000198941,2.397548e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000540601,"about_ca_system_score_gemma":0.0002932649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001147136,"about_ca_topic_score_gemma":0.000221786,"domain_scores_codex":[0.9983094,0.00008158723,0.0007776205,0.0002904624,0.0002890677,0.0002518272],"domain_scores_gemma":[0.9986604,0.0002566123,0.0003902692,0.0002762975,0.0003490441,0.00006737109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002422108,0.003926204,0.9366671,0.0002021633,0.0002219377,0.00003946976,0.00119922,0.00002478618,0.002013733,0.00002852203,0.00007443123,0.05536021],"study_design_scores_gemma":[0.00320569,0.008280639,0.9127307,0.00180173,0.0005547075,0.000009419177,0.0030826,0.0009252488,0.06871558,0.0002450246,0.0002430899,0.0002055914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943784,0.002792457,0.000843298,0.00007995217,0.0001746472,0.001543576,0.00009081705,0.00001215649,0.00008472781],"genre_scores_gemma":[0.9965457,0.001189844,0.001799062,0.00005382655,0.00007380207,0.0002286302,0.00003509856,0.00002382196,0.0000501872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06670185,"threshold_uncertainty_score":0.6223224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008744126805855913,"score_gpt":0.3275068080748099,"score_spread":0.318762681268954,"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."}}