{"id":"W3197447875","doi":"10.1002/9781119413936.ch42","title":"Robotics in Total Knee Arthroplasty","year":2021,"lang":"en","type":"other","venue":"Evidence-Based Orthopedics","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Unicompartmental knee arthroplasty; Robotics; Total knee arthroplasty; Randomized controlled trial; Osteoarthritis; Medicine; Arthroplasty; Compartment (ship); Robotic surgery; Artificial intelligence; Physical medicine and rehabilitation; Surgery; Physical therapy; Computer science; Robot; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000444507,0.0007525678,0.001362328,0.0007948921,0.0000651355,0.0000599442,0.0001145023,0.000818911,0.009775815],"category_scores_gemma":[0.001791054,0.0007136815,0.0004528331,0.0009213247,0.0003196909,0.0001162409,0.000171413,0.001430662,0.0006416501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000262069,"about_ca_system_score_gemma":0.001981504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002808454,"about_ca_topic_score_gemma":0.0018635,"domain_scores_codex":[0.9960354,0.0002429064,0.0007943033,0.0009929534,0.001145747,0.0007887196],"domain_scores_gemma":[0.9972483,0.0005704337,0.0003663942,0.001233651,0.0001284722,0.0004527555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003442451,0.0008702538,0.5567756,0.00314562,0.0003402278,0.007878184,0.000116701,0.001816703,0.00006769546,0.0003397412,0.4042028,0.02410223],"study_design_scores_gemma":[0.007166661,0.001253682,0.07608136,0.03629988,0.0005931767,0.0005380012,0.0001489099,0.001334396,0.00005556105,0.00001415855,0.8746676,0.001846555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02648227,0.2541856,0.01138394,0.04699208,0.0270283,0.01252127,0.0005320658,0.004579347,0.6162952],"genre_scores_gemma":[0.01698608,0.002832477,0.0149886,0.002623071,0.002120698,0.00009559208,0.0003316608,0.001274716,0.9587471],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4806943,"threshold_uncertainty_score":0.9995314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03469474116594102,"score_gpt":0.2901945682715404,"score_spread":0.2554998271055994,"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."}}