{"id":"W3104071847","doi":"10.1097/htr.0000000000000625","title":"Healthcare Utilization Following Traumatic Brain Injury in a Large National Sample","year":2020,"lang":"en","type":"article","venue":"Journal of Head Trauma Rehabilitation","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Traumatic brain injury; Sample (material); Health care; Medicine; Emergency medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001709868,0.0002878389,0.000482385,0.0009862971,0.0004382473,0.0006593016,0.0007340925,0.0005135353,0.0008103657],"category_scores_gemma":[0.005265181,0.0004219024,0.0008501731,0.001588178,0.0002808957,0.0006886586,0.0009317234,0.0006597954,0.0002221165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006234483,"about_ca_system_score_gemma":0.0006905082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02547616,"about_ca_topic_score_gemma":0.03077354,"domain_scores_codex":[0.9983791,0.0005611131,0.0001994412,0.000355715,0.0003490704,0.0001555104],"domain_scores_gemma":[0.9974542,0.0003060289,0.001441388,0.000245991,0.0003248772,0.0002275704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002972457,0.00002747406,0.9991875,0.000009457918,0.00008848519,0.0000210174,0.00003093913,0.00002958613,0.00002878889,0.00000570345,0.00009457337,0.0004466642],"study_design_scores_gemma":[0.000004057487,0.00004202744,0.9994765,0.000008148316,0.00002588233,0.00009757649,0.0001127741,0.0001430117,0.00001693027,0.000006616068,0.00006434226,0.000002126325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981036,0.0002169899,0.0000838569,0.00008592143,0.00000769778,0.0000166631,0.001289377,0.00000366268,0.0001921773],"genre_scores_gemma":[0.9979706,0.0001947457,0.0001249896,0.00008045391,0.00001676662,0.00002896979,0.001502123,0.000001883722,0.00007931014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02547616,"threshold_uncertainty_score":0.05065572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1596294785966073,"score_gpt":0.4420726937838819,"score_spread":0.2824432151872747,"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."}}