{"id":"W4324156282","doi":"10.1302/2633-1462.43.bjo-2023-0003.r1","title":"Identification of protective and ‘at risk’ HLA genotypes for the development of pseudotumours around metal-on-metal hip resurfacings","year":2023,"lang":"en","type":"article","venue":"Bone & Joint Open","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hip resurfacing; Medicine; Periprosthetic; Human leukocyte antigen; Surgery; Arthroplasty; Genotype; Antigen; Biology; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005745506,0.0003074445,0.0003246512,0.0009290999,0.0003272781,0.0005675612,0.0003034328,0.0005040935,0.0019293],"category_scores_gemma":[0.003617644,0.0003275493,0.0002992164,0.0004465737,0.0004486944,0.0004120967,0.0003475571,0.0003143906,0.0002885935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001430842,"about_ca_system_score_gemma":0.0001286203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008544978,"about_ca_topic_score_gemma":0.0005880845,"domain_scores_codex":[0.9993439,0.000196965,0.00009728185,0.0001451795,0.00009364413,0.0001229446],"domain_scores_gemma":[0.9980591,0.0005203652,0.0008068937,0.0002865871,0.0001177042,0.0002093481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007406764,0.0001145782,0.9928253,0.00001137587,0.00002469078,0.0007245289,0.0001803234,0.00003562318,0.00336738,0.00004044542,0.00003148742,0.001903474],"study_design_scores_gemma":[0.00001691941,0.0006913219,0.9941617,0.000005848636,0.00003443718,0.003493141,0.0002596052,0.0002095767,0.0009052133,0.00004366094,0.0001720995,0.000006549531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997123,0.00004962327,0.0000745313,0.000004638665,0.000001466265,0.000004833911,0.00001798916,0.00000158952,0.000133136],"genre_scores_gemma":[0.9998055,0.00001907998,0.00007240041,0.000006084641,0.000004110851,0.000003166282,0.00002887752,0.000001092338,0.00005965893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0019293,"threshold_uncertainty_score":0.00645417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0509548764068045,"score_gpt":0.3054050470470397,"score_spread":0.2544501706402352,"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."}}