{"id":"W4410105789","doi":"10.26603/001c.134013","title":"Using Biomechanical Devices in Elite Baseball Pitchers: A Preliminary Feasibility Study","year":2025,"lang":"en","type":"article","venue":"International Journal of Sports Physical Therapy","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Elite; Physical medicine and rehabilitation; Biomechanics; Aeronautics; Physical therapy; Engineering; Medicine; Political science; Anatomy","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":[0.0003290562,0.0001390291,0.0003560603,0.0002604949,0.00001961592,0.0000240164,0.000176359,0.00004227406,0.00007253244],"category_scores_gemma":[0.00002423408,0.00009996179,0.0002127587,0.0002144676,0.00003554102,0.0001352226,0.00003538627,0.0002344323,9.171037e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002459435,"about_ca_system_score_gemma":0.0001725138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002308024,"about_ca_topic_score_gemma":0.000001547238,"domain_scores_codex":[0.9985776,0.00005085668,0.0004712236,0.0001860183,0.0005938245,0.0001204688],"domain_scores_gemma":[0.9992697,0.00008079833,0.0001976733,0.0001509825,0.00022869,0.00007215869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01722031,0.02807471,0.7873259,0.00002094241,0.001749528,0.003833078,0.001446026,0.00009925475,0.02469159,0.0004908068,0.00007260525,0.1349752],"study_design_scores_gemma":[0.00855126,0.00183584,0.9704333,0.0004964396,0.0002102798,0.0001891156,0.0006524681,0.000652304,0.01110438,0.005388691,0.0003501046,0.0001358227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977651,0.0003086224,0.000176192,0.0006899533,0.0004015456,0.0003398538,0.000002926238,0.000009697884,0.0003061037],"genre_scores_gemma":[0.9986863,0.00008239497,0.0003898696,0.0004829886,0.0002921474,0.00000437569,0.00000285117,0.000008754599,0.00005030727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1831074,"threshold_uncertainty_score":0.4076324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07317681053344488,"score_gpt":0.4278446273100086,"score_spread":0.3546678167765637,"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."}}