{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001299953,0.0002702817,0.0008367412,0.0003618559,0.00007888611,0.00002879517,0.0000198841,0.0001428944,0.0003853959],"category_scores_gemma":[0.0008373905,0.000225014,0.0004225146,0.0005445136,0.000302642,0.000173788,0.00008053326,0.0003284599,0.00007946046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006764425,"about_ca_system_score_gemma":0.0003086477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002846615,"about_ca_topic_score_gemma":0.000009243121,"domain_scores_codex":[0.9979633,0.000250074,0.0005399522,0.0004582323,0.0004254289,0.0003630223],"domain_scores_gemma":[0.9951921,0.004087554,0.00007911742,0.0003199319,0.00008162502,0.0002396383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001240787,0.0002924812,0.8455847,0.00330911,0.0006136828,0.00117709,0.0001426588,0.00005112349,0.002791367,0.000700936,0.0008078464,0.1432882],"study_design_scores_gemma":[0.0009447248,0.0002306912,0.9894723,0.001720086,0.0002144247,0.001598477,0.00006717598,0.0003465938,0.0004701404,0.00002457423,0.004681776,0.0002290227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896532,0.004443093,0.0008873052,0.0003230663,0.002541822,0.0003875023,0.00002527061,0.000278747,0.001459952],"genre_scores_gemma":[0.9982346,0.0002283809,0.0001793481,0.00004886139,0.0001696073,0.00001619681,0.00004486866,0.00005837643,0.001019741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1438876,"threshold_uncertainty_score":0.9175803,"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."}}