{"id":"W3146972656","doi":"10.2106/jbjs.rvw.20.00125","title":"Pseudotumors in Total Joint Arthroplasty","year":2021,"lang":"en","type":"article","venue":"JBJS Reviews","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Joint arthroplasty; Articulation (sociology); Joint (building); Incidence (geometry); Surgery; Arthroplasty; Radiography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003312151,0.0001703339,0.0006428131,0.00006768442,0.00004363494,0.00001690589,0.00002404284,0.00006049512,0.002162857],"category_scores_gemma":[0.0003138506,0.0001248588,0.0002039283,0.0002839781,0.00004903865,0.00006947081,0.00005639647,0.0002601327,0.0008910019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004021606,"about_ca_system_score_gemma":0.0001428244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009471187,"about_ca_topic_score_gemma":0.0000549214,"domain_scores_codex":[0.9985171,0.00009509756,0.0005743851,0.0003136223,0.000193186,0.0003065903],"domain_scores_gemma":[0.9993309,0.00002181479,0.00009503966,0.0003514271,0.00003982058,0.0001610466],"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":[0.0000569046,0.0007138895,0.06637681,0.0008823898,0.00004169804,0.004851289,0.0005212983,0.000004009587,0.003892504,0.0006447457,0.05526119,0.8667533],"study_design_scores_gemma":[0.00122302,0.0001053945,0.1230141,0.0007868225,0.00003233301,0.003182284,0.00008680959,0.00004613014,0.0003695388,0.0000187818,0.870959,0.0001758242],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389119,0.03234515,0.0001137359,0.00201903,0.001048199,0.0007776034,0.00001494449,0.00006494459,0.02470445],"genre_scores_gemma":[0.9272737,0.04004483,0.004590659,0.004964279,0.001113871,0.0001124634,0.0001148983,0.00007226887,0.02171305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8665774,"threshold_uncertainty_score":0.9998869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03714822427621089,"score_gpt":0.2946326428681313,"score_spread":0.2574844185919204,"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."}}