{"id":"W3173806061","doi":"10.21873/invivo.12500","title":"Clinical Outcome After Replacement of Distal Femur/Proximal Tibia in a Heterogeneous Patient Cohort: Function Following Tumour, Trauma, and Loosening","year":2021,"lang":"en","type":"article","venue":"In Vivo","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Periprosthetic; Surgery; Tibia; Implant; Cohort; Arthroplasty; Femur; Orthopedic surgery; Retrospective cohort study; Oxford knee score; Osteoarthritis; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002360458,0.0001250174,0.000419775,0.00007238471,0.00001553949,0.00001096913,0.00001821433,0.00006795768,0.0001025226],"category_scores_gemma":[0.00007850542,0.0001094118,0.0001530162,0.0001073689,0.00002683274,0.00003354404,0.00005127376,0.0001251371,0.000002500209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001002516,"about_ca_system_score_gemma":0.00002982214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001099489,"about_ca_topic_score_gemma":0.0004573915,"domain_scores_codex":[0.9985315,0.00007665504,0.0006543095,0.000339386,0.0002144024,0.0001838153],"domain_scores_gemma":[0.9995202,0.0001062429,0.00007819782,0.0001939772,0.00002386096,0.00007748479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005542731,0.001031785,0.9869534,0.00004302707,0.0000825501,0.002077677,0.0002249356,0.000008246807,0.0005530865,0.000005285462,0.00001383733,0.008451922],"study_design_scores_gemma":[0.003407392,0.0006680008,0.9888669,0.000244784,0.0001471246,0.00006534435,0.0001975491,0.0001659743,0.005931053,0.00001723233,0.0001898115,0.00009880953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975918,0.001465807,0.00001175499,0.0001288366,0.000217538,0.0003435514,0.000007851486,0.000009973961,0.0002228776],"genre_scores_gemma":[0.999211,0.00002621101,0.0003781481,0.0002141794,0.00003015521,0.00008351824,0.00001024712,0.00001449417,0.00003206615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008353112,"threshold_uncertainty_score":0.4461682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02401615826993298,"score_gpt":0.3110386665117871,"score_spread":0.2870225082418541,"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."}}