{"id":"W1996096103","doi":"10.1007/s11999-012-2528-8","title":"Computer-assisted Total Knee Arthroplasty Is Currently of No Proven Clinical Benefit: A Systematic Review","year":2012,"lang":"en","type":"review","venue":"Clinical Orthopaedics and Related Research","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":147,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Jubilee Hospital; University of British Columbia; University of Victoria; Island Health","funders":"","keywords":"Medicine; Total knee arthroplasty; Arthroplasty; Orthopedic surgery; Sports medicine; Systematic review; MEDLINE; Physical therapy; Surgery; Medical physics","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01849468,0.0009182909,0.01114435,0.0005482398,0.0002722282,0.00005838593,0.0003513995,0.002292193,0.0004738314],"category_scores_gemma":[0.008491092,0.0005818029,0.004757091,0.001499582,0.002098273,0.0001307718,0.001172332,0.008283435,0.001667205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001052402,"about_ca_system_score_gemma":0.001379771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006802098,"about_ca_topic_score_gemma":0.000001942277,"domain_scores_codex":[0.9819128,0.004184737,0.009103545,0.001489011,0.002070367,0.001239544],"domain_scores_gemma":[0.9834181,0.009167857,0.00229633,0.001948084,0.001516561,0.00165307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004273775,0.001127245,0.0009861441,0.5745239,0.001979848,0.0001595698,0.00002229583,1.365453e-8,1.212562e-8,0.00006817606,0.001951889,0.4191382],"study_design_scores_gemma":[0.002007961,0.002893693,0.0009492837,0.6361732,0.00944796,0.001572587,0.00001103971,0.00007992942,1.173654e-8,0.00000982976,0.3463714,0.0004830917],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002457254,0.9864909,0.000004968272,0.0003639909,0.003794526,0.008041026,0.0001465363,0.00009553955,0.0008167946],"genre_scores_gemma":[0.0001194832,0.9921831,0.0003554561,0.000177052,0.001014426,0.0001995758,0.0002215446,0.0001752198,0.005554164],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4186551,"threshold_uncertainty_score":0.9998608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1758639989398338,"score_gpt":0.4766481280929694,"score_spread":0.3007841291531355,"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."}}