{"id":"W2041474803","doi":"10.1097/brs.0b013e3182a8a381","title":"AOSpine Thoracolumbar Spine Injury Classification System","year":2013,"lang":"en","type":"article","venue":"Spine","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":882,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Kappa; Cohen's kappa; Observational study; Reliability (semiconductor); Injury Severity Score; Grading (engineering); Physical therapy; Poison control; Injury prevention; Machine learning; Pathology; Medical emergency; Computer science","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":[0.0001586694,0.000170678,0.0002998447,0.0001423915,0.00007935834,0.00004231646,0.0001057275,0.0001534362,0.0007213983],"category_scores_gemma":[0.00007564518,0.000140621,0.00009832262,0.0002968452,0.00004944103,0.0001614753,0.00003446441,0.0002122299,0.000562734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293001,"about_ca_system_score_gemma":0.00004609095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001799757,"about_ca_topic_score_gemma":0.000002223347,"domain_scores_codex":[0.9988037,0.00002101712,0.0003847639,0.0002843099,0.0002721729,0.0002340649],"domain_scores_gemma":[0.998918,0.000003176824,0.0001600981,0.0004621557,0.0002889458,0.0001676033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001013198,0.000416295,0.00761207,0.0009241858,0.0001226105,0.00002239932,0.00007571618,0.000001448946,0.714673,0.03698148,0.07727994,0.1617895],"study_design_scores_gemma":[0.0007780216,0.001345884,0.8967858,0.0004035081,0.00009569239,0.00007682212,0.0002450989,0.002121629,0.04094175,0.0002516517,0.05663857,0.0003155622],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8716046,0.001063477,0.03124603,0.01879351,0.0008107827,0.004041423,0.00001508262,0.002482988,0.0699421],"genre_scores_gemma":[0.9834524,0.00007328895,0.01083928,0.001020879,0.0005643496,0.000192386,0.00008540517,0.00003663014,0.003735432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8891737,"threshold_uncertainty_score":0.7898806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01624970279187852,"score_gpt":0.3041511098088833,"score_spread":0.2879014070170047,"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."}}