{"id":"W2068636439","doi":"10.1055/s-0031-1275598","title":"Plain Radiograph Assessment of Spinal Hardware","year":2011,"lang":"en","type":"review","venue":"Seminars in Musculoskeletal Radiology","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Vancouver General Hospital","funders":"","keywords":"Medicine; Radiography; Spinal fusion; Plain radiography; Modality (human–computer interaction); Radiology; Radiation exposure; Computed tomography; Medical physics; Nuclear 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007311848,0.0005934552,0.0033766,0.001299436,0.00003639694,0.000005026759,0.0003897642,0.001062135,0.0004293796],"category_scores_gemma":[0.0001665207,0.0004635821,0.001427207,0.0007278962,0.0003761325,0.00004694765,0.0001043871,0.001220044,0.00001300437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002496875,"about_ca_system_score_gemma":0.0003972508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005240091,"about_ca_topic_score_gemma":0.000004088975,"domain_scores_codex":[0.9969905,0.0003415273,0.00128226,0.0006657838,0.0002328884,0.0004870192],"domain_scores_gemma":[0.9981408,0.0001355311,0.0007431983,0.000735321,0.00008784816,0.0001573146],"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":[0.00005579284,0.0001976656,0.0007580183,0.0188483,0.000271153,0.0001591966,0.00002146416,1.490171e-7,0.000007102467,0.002310132,0.001647884,0.9757231],"study_design_scores_gemma":[0.0004221608,0.002749611,0.00289468,0.02216517,0.0009345892,0.001118347,0.0000238191,0.0000042707,0.000004201616,0.000283647,0.9689751,0.0004244086],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002203414,0.9923995,0.0004601297,0.00002651906,0.0003119783,0.001326788,0.00005296534,0.00008098297,0.005120833],"genre_scores_gemma":[0.0005020625,0.9907683,0.007502154,0.00005499049,0.0002323336,0.0002583402,0.0003892667,0.00007979129,0.0002127825],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9752988,"threshold_uncertainty_score":0.9997816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0326680180844043,"score_gpt":0.3956863438218925,"score_spread":0.3630183257374882,"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."}}