{"id":"W3137170867","doi":"10.1089/neur.2020.0047","title":"The Traumatic Brain Injury Model Systems National Database: A Review of Published Research","year":2021,"lang":"en","type":"review","venue":"Neurotrauma Reports","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Categorization; Database; Medicine; Psychology; Computer science; Artificial intelligence","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009246526,0.0003720714,0.002378139,0.0003821399,0.0002327607,0.0001504978,0.0002462759,0.000260077,0.00003534294],"category_scores_gemma":[0.0123857,0.0002312195,0.001029842,0.001471556,0.000214328,0.000167806,0.0001817981,0.001318441,0.00001036727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002305184,"about_ca_system_score_gemma":0.004052909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002408551,"about_ca_topic_score_gemma":0.000002427573,"domain_scores_codex":[0.9918204,0.001311946,0.0024476,0.0008095248,0.003180661,0.0004298777],"domain_scores_gemma":[0.9931847,0.001580486,0.001243989,0.00170062,0.002085259,0.0002049725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009901816,0.0001350529,0.000002377881,0.4085039,0.0002963207,0.0008323187,0.00003167062,0.000005594903,0.000005586262,0.0008462062,0.365545,0.223786],"study_design_scores_gemma":[0.00007198813,0.00002826571,0.000005443532,0.2210903,0.0004728744,0.001174836,0.00001548137,0.00008721447,6.780137e-7,0.00003899119,0.7768744,0.0001395215],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007070973,0.9850895,0.00001711616,0.000909046,0.001866953,0.003815689,0.00009491629,0.0000404293,0.008159252],"genre_scores_gemma":[0.00003702854,0.9956997,0.00005437006,0.0001390602,0.0005286854,0.0008505966,0.00125462,0.00008516994,0.001350759],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4113294,"threshold_uncertainty_score":0.9959334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2173254193583167,"score_gpt":0.4789832653054802,"score_spread":0.2616578459471635,"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."}}