{"id":"W4386041781","doi":"10.1016/j.spinee.2023.06.181","title":"159. Predictive algorithm for surgery recommendation in thoracolumbar burst fractures without neurological deficits","year":2023,"lang":"en","type":"article","venue":"The Spine Journal","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Praxis Spinal Cord Institute; Spinal Cord Injury BC","funders":"","keywords":"Medicine; Observational study; Context (archaeology); Radiography; Predictive value; Prospective cohort study; Physical therapy; Surgery; 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":[0.001096256,0.0001011403,0.0002079623,0.0001680698,0.0001210861,0.00005804425,0.000117775,0.000055409,0.00008561204],"category_scores_gemma":[0.000281654,0.00006665703,0.0001123775,0.0003553119,0.0000286799,0.00008765572,0.00001746501,0.0004774074,0.000014869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002361812,"about_ca_system_score_gemma":0.00001713486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006390766,"about_ca_topic_score_gemma":0.000003765036,"domain_scores_codex":[0.9991204,0.00008374378,0.000276957,0.00009922782,0.0001557779,0.0002638827],"domain_scores_gemma":[0.9996611,0.00008385084,0.0000566765,0.00007975303,0.00003723138,0.00008134914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007603646,0.00006210288,0.003970522,0.00003275868,0.0001754172,0.00005161469,0.0002655591,0.050526,0.0006178964,0.00000711436,0.07498007,0.8693033],"study_design_scores_gemma":[0.000211071,0.00003520192,0.09724338,0.000038719,0.00004599376,0.00004214567,0.00007365027,0.8988047,0.00006665452,0.0006475736,0.002694774,0.00009610339],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5707357,0.000312022,0.416865,0.009986189,0.001107641,0.0002344036,0.00002149256,0.0003736209,0.0003639978],"genre_scores_gemma":[0.995077,0.000567225,0.00228549,0.0005689895,0.00120944,0.00003358242,0.00004933245,0.0000372597,0.0001717244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8692072,"threshold_uncertainty_score":0.2718195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02163270024321708,"score_gpt":0.288759688124487,"score_spread":0.26712698788127,"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."}}