{"id":"W2010877013","doi":"10.1249/jsr.0000000000000004","title":"Behavioral Modification to Reduce Concussion in Collision Sports","year":2013,"lang":"en","type":"article","venue":"Current Sports Medicine Reports","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mayo Clinic","keywords":"Concussion; Medicine; Physical medicine and rehabilitation; Injury prevention; Physical therapy; Suicide prevention; Poison control; Sports medicine; Human factors and ergonomics; Medical emergency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002652933,0.0003910886,0.0004783827,0.0003748488,0.0002048201,0.0002579683,0.0006236405,0.0005309332,0.008739512],"category_scores_gemma":[0.001036691,0.00009164078,0.0004012587,0.0001909604,0.0001164983,0.000164011,0.0002626074,0.0008172441,0.0007296184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002830019,"about_ca_system_score_gemma":0.0004584173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002488308,"about_ca_topic_score_gemma":0.005627478,"domain_scores_codex":[0.9997649,0.00006032916,0.000016943,0.00003717466,0.00008443531,0.00003630091],"domain_scores_gemma":[0.9998111,0.00005826186,0.00004864063,0.000009839212,0.00003218993,0.00004003638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002428273,0.0226968,0.003315516,0.005221531,0.0004605041,0.0001511347,0.0002526456,0.0003550773,0.005275541,0.000590013,0.009420773,0.9498321],"study_design_scores_gemma":[0.02003207,0.1381818,0.5538804,0.02400279,0.005200922,0.001891219,0.001669021,0.008074909,0.01387796,0.006428899,0.2265804,0.0001795962],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7796903,0.1017732,0.01140117,0.01443738,0.002698927,0.006309777,0.002328728,0.001419774,0.07994073],"genre_scores_gemma":[0.8795415,0.06255908,0.02235293,0.007308641,0.001050839,0.003934209,0.0009633097,0.00006271907,0.02222669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008739512,"threshold_uncertainty_score":0.02923656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05809391035832279,"score_gpt":0.3781842388676693,"score_spread":0.3200903285093465,"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."}}