{"id":"W23113001","doi":"10.1016/s0197-2510(10)70095-4","title":"10.1016/s0197-2510(10)70095-4","year":2000,"lang":"en","type":"review","venue":"Time to knit","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Traumatic brain injury; Medicine; Blunt; Intervention (counseling); Medical emergency; Injury prevention; Cause of death; Poison control; Emergency medicine; Physical therapy; Surgery; Psychiatry; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003075522,0.0006304982,0.002374496,0.0002556547,0.00009476649,0.00004926825,0.0004142952,0.0003605626,0.9955665],"category_scores_gemma":[0.0001730468,0.000489964,0.001038319,0.0005161795,0.00008437783,0.00006011893,0.00007401997,0.0005430715,0.9958602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007967577,"about_ca_system_score_gemma":0.0002468728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003821321,"about_ca_topic_score_gemma":5.260511e-8,"domain_scores_codex":[0.9973623,0.0001925382,0.0007732748,0.0007165901,0.0004771225,0.0004781334],"domain_scores_gemma":[0.998049,0.0002456611,0.000197119,0.001098103,0.00005396148,0.0003562015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003441745,0.00007477383,6.447137e-10,0.004343217,0.0002070781,0.00003675892,0.000003937626,9.252334e-8,3.012101e-8,3.737757e-7,0.3491867,0.6461126],"study_design_scores_gemma":[0.000335558,0.0003874828,4.890165e-7,0.009920687,0.002015326,0.0002949653,3.603304e-7,0.000001008712,7.629796e-7,0.000001736255,0.9865829,0.000458708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[4.444788e-8,0.4946503,1.167754e-7,0.00004225866,0.000003931968,0.0007135887,0.00004393898,0.0001231797,0.5044227],"genre_scores_gemma":[3.920095e-9,0.2289724,0.0000664788,0.00005027269,0.0004551575,0.0001369318,0.0002357952,0.0001002744,0.7699827],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6456539,"threshold_uncertainty_score":0.9997552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03160506724717786,"score_gpt":0.2626057205523465,"score_spread":0.2310006533051687,"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."}}