{"id":"W4395070694","doi":"10.5435/jaaos-d-23-01256","title":"External Fixation Before Planned Conversion to Internal Fixation in Orthopaedic Trauma: Controversies and Current Trends","year":2024,"lang":"en","type":"review","venue":"Journal of the American Academy of Orthopaedic Surgeons","topic":"Bone fractures and treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Object Research Systems (Canada)","funders":"","keywords":"Medicine; External fixation; Fixation (population genetics); Internal fixation; Surgery; External fixator","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":[0.0007043767,0.0004544606,0.002278783,0.001346578,0.00005519385,0.0000256682,0.0002598661,0.0001760424,0.00005196661],"category_scores_gemma":[0.000325676,0.0002602097,0.001373723,0.0009580563,0.0002570264,0.000130404,0.0001435928,0.001548855,0.000006435947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000329913,"about_ca_system_score_gemma":0.0002482859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009940095,"about_ca_topic_score_gemma":0.0000231817,"domain_scores_codex":[0.9968081,0.0002576631,0.001489537,0.0003212675,0.0008005837,0.0003228227],"domain_scores_gemma":[0.9963886,0.0003799716,0.002689419,0.0001621438,0.00007215422,0.0003077246],"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":[0.0005960852,0.0001492934,0.02464203,0.001708609,0.0005412644,0.00008288155,0.0001738556,0.000002483162,0.000001687528,0.00001132995,0.004740368,0.9673501],"study_design_scores_gemma":[0.002621425,0.00147428,0.1714089,0.04955765,0.006298406,0.001687251,0.0001333856,0.00003350424,0.000007493127,0.00005007951,0.7664155,0.0003120244],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.07295684,0.9224958,0.00002456017,0.002907688,0.0009471959,0.0004848402,0.0001201448,0.00001206656,0.00005086754],"genre_scores_gemma":[0.1248911,0.8739382,0.00008169467,0.0002863523,0.0003680123,0.00001227673,0.00001853436,0.00004766094,0.0003561823],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9670381,"threshold_uncertainty_score":0.999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02776195493243376,"score_gpt":0.3488195751510945,"score_spread":0.3210576202186607,"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."}}