{"id":"W1980733538","doi":"10.1088/0031-9155/58/9/2751","title":"Quantification of<i>in vivo</i>implant wear in total knee replacement from dynamic single plane radiography","year":2013,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"Canadian Institutes of Health Research","keywords":"Radiography; Implant; Total knee replacement; Materials science; Biomedical engineering; Plane (geometry); Nuclear medicine; In vivo; Medicine; Orthodontics; Radiology; Mathematics; Surgery","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":[0.0009230992,0.0004425782,0.0004753828,0.0009929376,0.0001470252,0.0008167392,0.0003627619,0.0003840568,0.0006916341],"category_scores_gemma":[0.001995817,0.0003859745,0.0002440052,0.0006305267,0.0003776006,0.0004338413,0.0002707023,0.000314271,0.0001986553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003160483,"about_ca_system_score_gemma":0.0002878071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001121769,"about_ca_topic_score_gemma":0.001786514,"domain_scores_codex":[0.9994803,0.0001382658,0.00003511059,0.00009345295,0.0002245072,0.00002835654],"domain_scores_gemma":[0.9983114,0.0005484641,0.0006079322,0.0001401802,0.0003297997,0.00006225955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003111815,0.00006301605,0.01712912,0.0002451123,0.00003161891,0.00004415058,0.0002021881,0.001458472,0.9546309,0.0001009026,0.0001108977,0.02567247],"study_design_scores_gemma":[0.00003840854,0.001850898,0.2560407,0.00006948218,0.0001616654,0.002878125,0.000423014,0.02352354,0.7113141,0.0002667177,0.003332182,0.0001010855],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8668686,0.002499871,0.1287836,0.00004851009,0.00001612138,0.00006319853,0.0002960475,0.0002894076,0.001134683],"genre_scores_gemma":[0.934974,0.00161035,0.06243283,0.00003729347,0.00001388523,0.00006319203,0.0002270207,0.00005266239,0.0005887323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001121769,"threshold_uncertainty_score":0.004881859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06137402320481771,"score_gpt":0.3184728031789159,"score_spread":0.2570987799740982,"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."}}