{"id":"W3043721253","doi":"10.1101/2020.07.17.20155895","title":"A phenome-wide association study identifying risk factors for pediatric post-concussion syndrome","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"National Institute on Aging; Canadian Institutes of Health Research; Georgia Clinical and Translational Science Alliance; National Institutes of Health; Vanderbilt University Medical Center; Vanderbilt University","keywords":"Medicine; Concussion; Internal medicine; Traumatic brain injury; Migraine; Medical record; Physical therapy; Pediatrics; Injury prevention; Poison control; Emergency medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001782971,0.000457598,0.0004511657,0.001212888,0.0004253658,0.0007664969,0.0004122356,0.0005234692,0.001266303],"category_scores_gemma":[0.006761785,0.0001950564,0.0006026973,0.00150577,0.0002369873,0.0003739059,0.0005779451,0.0004755181,0.0001440037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051363,"about_ca_system_score_gemma":0.0004458034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00456156,"about_ca_topic_score_gemma":0.00376678,"domain_scores_codex":[0.9984564,0.0006273349,0.0001371385,0.0004879301,0.0001883355,0.0001029127],"domain_scores_gemma":[0.9968966,0.001222785,0.001047538,0.0002563003,0.0003551503,0.0002215716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001659921,0.00002060908,0.9968701,0.00002359406,0.0003124229,0.0001526504,0.00003401409,0.0001286846,0.0004661125,0.00004208046,0.0001628337,0.001620945],"study_design_scores_gemma":[0.00003635957,0.0001327274,0.9970714,0.00001573797,0.000234271,0.0004600868,0.0001135409,0.001353094,0.0001857573,0.0000777469,0.0003152265,0.000004040518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967271,0.0003976825,0.001135394,0.0001359921,0.0000137504,0.00003448027,0.001252726,0.0000129229,0.0002899381],"genre_scores_gemma":[0.9973046,0.0001863178,0.001225,0.00004955094,0.00002183128,0.00003388152,0.001076311,0.000003998633,0.00009842238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00456156,"threshold_uncertainty_score":0.009429336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03794763229190646,"score_gpt":0.3220277094524302,"score_spread":0.2840800771605237,"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."}}