{"id":"W4388128670","doi":"10.37766/inplasy2023.11.0001","title":"Prevalence of cervical spine related symptoms following sport-related concussion","year":2023,"lang":"en","type":"report","venue":"","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Memorial Chiropractic College","funders":"","keywords":"Concussion; Cervical spine; Medicine; Physical therapy; Physical medicine and rehabilitation; SPINE (molecular biology); Medical emergency; Injury prevention; Surgery; Poison control; Bioinformatics; Biology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008131147,0.0003812583,0.0009836382,0.0003361886,0.00003637161,0.00001653523,0.000306174,0.0006668827,0.001484722],"category_scores_gemma":[0.0002988571,0.0002996092,0.0006376426,0.0008291621,0.00006632992,0.0000648885,0.00009101532,0.0008521199,0.0002111321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001438913,"about_ca_system_score_gemma":0.0001734375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000146939,"about_ca_topic_score_gemma":0.000001798027,"domain_scores_codex":[0.9966255,0.00002294606,0.001288271,0.0004332472,0.001238283,0.0003917967],"domain_scores_gemma":[0.9988691,0.0000585855,0.000193905,0.0005203873,0.00012605,0.0002319395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001756408,0.0006173656,0.3064934,0.07563842,0.03157363,0.006898946,0.001307352,0.04527091,0.00947815,0.0008849351,0.2879311,0.2338882],"study_design_scores_gemma":[0.004376447,0.0002543085,0.1339646,0.04443555,0.01502875,0.000341688,0.0002310354,0.7068288,0.003583454,0.0008526532,0.08392247,0.006180334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3999819,0.02035256,0.002760157,0.0005609902,0.0172887,0.00111789,0.0001141859,0.0108692,0.5469544],"genre_scores_gemma":[0.850462,0.004986118,0.0001740524,0.00001104214,0.0001403108,0.00001411437,0.0003038349,0.0001754821,0.1437331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6615579,"threshold_uncertainty_score":0.9999456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01901290323832451,"score_gpt":0.2873082650572939,"score_spread":0.2682953618189694,"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."}}