{"id":"W2088409443","doi":"10.1038/oby.2001.24","title":"Defining the Relationship between Obesity and Total Joint Arthroplasty","year":2001,"lang":"en","type":"article","venue":"Obesity Research","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":217,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Body mass index; Osteoarthritis; Arthroplasty; Logistic regression; Odds ratio; Obesity; Physical therapy; Joint arthroplasty; Internal 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002072386,0.0001594739,0.0003126332,0.0002059467,0.000980488,0.00009638091,0.00009896983,0.0001383086,0.0002172722],"category_scores_gemma":[0.002617015,0.0001138779,0.00009035063,0.0006152143,0.0005967801,0.0001701035,0.0003540944,0.001148573,0.0009963838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001125623,"about_ca_system_score_gemma":0.00016023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002233753,"about_ca_topic_score_gemma":0.0001523818,"domain_scores_codex":[0.9974254,0.0003692633,0.0002785484,0.0003849055,0.0009096333,0.0006322499],"domain_scores_gemma":[0.9967789,0.002147167,0.00004554499,0.0005382283,0.0001831807,0.0003069585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004552943,0.00008857111,0.9905335,0.00003987043,0.00002732982,0.0000650136,0.0004236696,0.000001369288,0.00005600504,0.005433362,0.001153207,0.002132549],"study_design_scores_gemma":[0.0008653848,0.0002410018,0.9943753,0.00008065043,0.00002656484,0.0002999385,0.0004713676,0.00004422226,0.0001278096,0.001113651,0.002239649,0.0001144223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869915,0.0006463287,0.00008278857,0.005597009,0.00007208473,0.0004964964,0.000008783973,0.00008550419,0.006019454],"genre_scores_gemma":[0.9924425,0.00005616498,0.0003693768,0.00007138388,0.0002047898,0.00001549741,0.00001493368,0.00002473076,0.006800582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005525625,"threshold_uncertainty_score":0.9997814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000341972733997,"score_gpt":0.3636365961301186,"score_spread":0.263602398856719,"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."}}