{"id":"W2972392947","doi":"10.48350/5908","title":"International survey of primary and revision total knee replacement","year":2022,"lang":"en","type":"article","venue":"Bern Open Repository and Information System (University of Bern)","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Total knee replacement; Medicine; Surgery","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":[0.0006442361,0.00006464757,0.0002472526,0.0001113485,0.0002411391,0.0000244406,0.00009872643,0.0000286474,0.00007701196],"category_scores_gemma":[0.00001392416,0.00007246993,0.00003308417,0.000089881,0.00005433946,0.001160233,0.0006245701,0.00008027669,0.00000358705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001170445,"about_ca_system_score_gemma":0.00006323016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001126255,"about_ca_topic_score_gemma":0.000004802458,"domain_scores_codex":[0.9991361,0.0001169509,0.0002749498,0.00009993921,0.0003137292,0.00005829976],"domain_scores_gemma":[0.9992191,0.00004913089,0.0003709989,0.0001616845,0.0001450236,0.00005410514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006546808,0.0001591499,0.9518043,0.001817329,0.0004422537,0.00003420975,0.01188577,0.00009083735,0.001074165,0.001820952,0.003129946,0.02119424],"study_design_scores_gemma":[0.002950684,0.0004466905,0.9685276,0.000162545,0.00004458996,0.000461745,0.01091793,0.0008553747,0.00007289979,2.814096e-7,0.01546988,0.0000898528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962712,0.00004761127,0.0001755041,0.0001191519,0.0002191244,0.0004359471,0.00008019755,0.00001413785,0.03619632],"genre_scores_gemma":[0.9962303,0.00001262938,0.0003458942,0.0000317081,0.000006441074,6.106659e-7,0.0001106802,0.000002876151,0.003258862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0335183,"threshold_uncertainty_score":0.2955238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01325398883524438,"score_gpt":0.211696496641269,"score_spread":0.1984425078060247,"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."}}