{"id":"W4313500530","doi":"10.1002/jor.25502","title":"The impact of free‐radical stabilization techniques on in vivo subsurface mechanical properties in highly cross‐linked polyethylene acetabular liners","year":2023,"lang":"en","type":"article","venue":"Journal of Orthopaedic Research®","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"Department of Surgery, University of Manitoba","keywords":"Polyethylene; Indentation hardness; Materials science; In vivo; Annealing (glass); Composite material; Fourier transform infrared spectroscopy; Biomedical engineering; Microstructure; Chemical engineering; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003991183,0.0003731729,0.0001950334,0.000245842,0.00009118063,0.0002285243,0.0001616991,0.0002837135,0.0005527908],"category_scores_gemma":[0.0007770886,0.0002216071,0.0002015411,0.0001177448,0.0002885624,0.0003168109,0.0001758758,0.0002839264,0.0001072393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009743115,"about_ca_system_score_gemma":0.00008791274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002466271,"about_ca_topic_score_gemma":0.0005926233,"domain_scores_codex":[0.9997743,0.00005201645,0.00002182848,0.00003870924,0.00008376408,0.00002942017],"domain_scores_gemma":[0.9992424,0.0001980805,0.0003276374,0.00006980134,0.0001206763,0.00004136109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003023594,0.00005509957,0.002263356,0.00004069209,0.000008712225,0.00004229863,0.0000556853,0.00008234449,0.9948608,0.000005068283,0.000003437659,0.00228017],"study_design_scores_gemma":[0.00001524335,0.00595573,0.0795339,0.000009295441,0.00005265679,0.0002912606,0.0001883307,0.0008082137,0.9127967,0.00001973624,0.0003171141,0.00001186141],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993125,0.0002256495,0.00040055,0.000002719315,0.000001513947,0.000005096806,0.00001139533,0.000003440971,0.00003704607],"genre_scores_gemma":[0.9984723,0.0001588914,0.0009428935,0.00001078475,0.000002599492,0.000009926241,0.00004561348,0.000005555794,0.0003513439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005527908,"threshold_uncertainty_score":0.00211072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06932879896882034,"score_gpt":0.3912467084222513,"score_spread":0.321917909453431,"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."}}