{"id":"W2797148558","doi":"","title":"Design and Load-control Experimental Testing of a Customized Surface-guided Total Knee Replacement","year":2017,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Orthopaedic Innovation Centre; University of Manitoba","funders":"","keywords":"Total knee replacement; Control (management); Reliability engineering; Computer science; Engineering; Medicine; Surgery; Artificial intelligence","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":[0.001924338,0.001788599,0.0009356817,0.0007868006,0.0006705173,0.0006325555,0.001982249,0.001290199,0.006725302],"category_scores_gemma":[0.002314557,0.0008607009,0.0007507692,0.00035211,0.001451768,0.0004924909,0.0009264942,0.0006869033,0.0008185726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000484142,"about_ca_system_score_gemma":0.00153144,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001342028,"about_ca_topic_score_gemma":0.002030811,"domain_scores_codex":[0.997291,0.0003458033,0.0003738976,0.0006661959,0.0009200683,0.0004029483],"domain_scores_gemma":[0.9981532,0.0004265002,0.0002865756,0.0003620794,0.000537486,0.0002342033],"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":[0.04677611,0.04029907,0.003130773,0.0007106759,0.0001250583,0.0003503461,0.001068443,0.007678342,0.8440175,0.001060353,0.000587285,0.05419606],"study_design_scores_gemma":[0.01253197,0.5452757,0.04889698,0.00008818437,0.0008094086,0.0004349533,0.001021979,0.02785345,0.3529815,0.001854266,0.007973718,0.0002779032],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964184,0.00005760139,0.02941626,0.00005582817,0.0001861553,0.0041229,0.0004957258,0.0002506617,0.001230734],"genre_scores_gemma":[0.9245414,0.0001259273,0.05768406,0.0001637266,0.00008067514,0.0102616,0.0004217568,0.00009654335,0.006624433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.998658,"threshold_uncertainty_score":0.02249843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03964100968925489,"score_gpt":0.2973238312780133,"score_spread":0.2576828215887584,"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."}}