{"id":"W4392164298","doi":"10.1111/os.14008","title":"Safety and Effectiveness of Robotic‐Arm Assisted Total Knee Arthroplasty","year":2024,"lang":"en","type":"article","venue":"Orthopaedic Surgery","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"West China Hospital, Sichuan University; Sichuan University; National Natural Science Foundation of China","keywords":"Medicine; Total knee arthroplasty; Arthroplasty; Surgery; Robotic arm; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019127,0.0003258736,0.0008274927,0.000217957,0.0001396341,0.0003952898,0.0002503724,0.0003117161,0.001195326],"category_scores_gemma":[0.003505732,0.0001466237,0.0008678566,0.0001672325,0.0004541953,0.0004493225,0.0002514147,0.0003994798,0.0001091037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499979,"about_ca_system_score_gemma":0.0003417409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001518173,"about_ca_topic_score_gemma":0.0001953062,"domain_scores_codex":[0.9981728,0.00107647,0.0001716195,0.0001667299,0.0003242424,0.00008818374],"domain_scores_gemma":[0.9967968,0.001506331,0.001177821,0.0002192941,0.0001624995,0.0001372624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.3985255,0.00938761,0.04420125,0.002911605,0.002213133,0.0001929032,0.0001959586,0.005344202,0.0474755,0.0002885849,0.0004051657,0.4888586],"study_design_scores_gemma":[0.01814424,0.8443667,0.1130565,0.000174555,0.001589908,0.0007893457,0.0001678353,0.004428711,0.01489392,0.0002333613,0.002084287,0.00007073466],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942468,0.004094622,0.0007265083,0.00005231193,0.00005001017,0.00007761039,0.00007015856,0.00001735907,0.0006645216],"genre_scores_gemma":[0.9988299,0.0004654763,0.0004011675,0.0000378869,0.00007709382,0.00004499335,0.00004106639,0.000001330834,0.0001010596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0019127,"threshold_uncertainty_score":0.01011544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01358015904849923,"score_gpt":0.2517285986074632,"score_spread":0.2381484395589639,"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."}}