{"id":"W4403349923","doi":"10.1016/j.bas.2024.103360","title":"Age-stratified treatment variations in intracranial surgical interventions for traumatic brain injury in Europe: a prospective observational study within CENTER-TBI","year":2024,"lang":"en","type":"article","venue":"Brain and Spine","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Observational study; Traumatic brain injury; Medicine; Psychological intervention; Center (category theory); Prospective cohort study; Physical therapy; Emergency medicine; Surgery; Psychiatry; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0006135282,0.0002097205,0.000497007,0.000264555,0.00006871446,0.00008695012,0.00006242286,0.00006153656,0.00003994476],"category_scores_gemma":[0.0003784563,0.0001646942,0.0001711866,0.0006701776,0.00006635286,0.0001400041,0.00001904683,0.0001885751,0.000004131629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007709542,"about_ca_system_score_gemma":0.0001231571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003922267,"about_ca_topic_score_gemma":0.0006759663,"domain_scores_codex":[0.9983211,0.0001834548,0.0006959518,0.0004411603,0.0001600267,0.0001982646],"domain_scores_gemma":[0.9993272,0.0003329084,0.00005695221,0.0001690819,0.00003684006,0.00007700709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003901479,0.04453068,0.1173618,0.01270655,0.002988133,0.006481592,0.07666303,0.00007307734,0.001151426,0.2341004,0.001763578,0.4982783],"study_design_scores_gemma":[0.0129937,0.005443725,0.9639516,0.003196838,0.0002614308,0.0002568208,0.001293756,0.005058426,0.00002509961,0.002228061,0.004909573,0.000380899],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879035,0.002899172,0.0007277672,0.004206409,0.0002156011,0.003638887,0.00008429012,0.00009010061,0.0002342315],"genre_scores_gemma":[0.9966432,0.0002804584,0.001141979,0.0001390557,0.0001194805,0.0007581976,0.0001256848,0.00002738517,0.0007645785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8465899,"threshold_uncertainty_score":0.6716034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1047536304675952,"score_gpt":0.3753399987145287,"score_spread":0.2705863682469335,"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."}}