{"id":"W3080969025","doi":"10.2106/jbjs.19.00182","title":"Musculoskeletal Infection in Orthopaedic Oncology","year":2019,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Juravinski Cancer Centre","funders":"","keywords":"Subspecialty; Medicine; Family medicine; Orthopedic surgery; Internal medicine; Periprosthetic; Oncology; General surgery; Surgery; Arthroplasty","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":[],"consensus_categories":[],"category_scores_codex":[0.0008574167,0.00007339337,0.000549812,0.0006268479,0.00002067562,0.000005555597,0.000001766097,0.00007692105,0.0001910638],"category_scores_gemma":[0.0001158468,0.0000536417,0.0002838348,0.0001607764,0.0000222436,0.0001277952,0.00001034023,0.0002299379,0.00002418692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007647431,"about_ca_system_score_gemma":0.0001823914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007795041,"about_ca_topic_score_gemma":0.00002628038,"domain_scores_codex":[0.9990419,0.00004940819,0.0005781598,0.00007529853,0.0001351088,0.0001201],"domain_scores_gemma":[0.999372,0.0001028969,0.0002911582,0.00006439564,0.00007876915,0.00009080276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009935491,0.0003034092,0.9569721,0.00008281461,0.00005829029,0.0005307586,0.0000331983,0.000001985353,0.0003210773,0.00001297456,0.0004582603,0.04112579],"study_design_scores_gemma":[0.001335867,0.0006428486,0.9811735,0.0002267422,0.00007365081,0.003230459,0.00002720244,0.00001122697,0.00003834664,0.00003597515,0.01315473,0.00004946045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958341,0.0004494073,0.00001847391,0.000499572,0.0006745974,0.00008515333,3.847522e-7,0.000005601293,0.002432786],"genre_scores_gemma":[0.9973146,0.001984651,0.00007339662,0.0001227355,0.0002016275,0.000001471873,0.000001939602,0.000007311563,0.0002922403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04107633,"threshold_uncertainty_score":0.2187445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01686605892666523,"score_gpt":0.2830489952276816,"score_spread":0.2661829363010163,"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."}}