{"id":"W2285358633","doi":"10.1007/s11999-016-4717-3","title":"The ACS NSQIP Risk Calculator Is a Fair Predictor of Acute Periprosthetic Joint Infection","year":2016,"lang":"en","type":"article","venue":"Clinical Orthopaedics and Related Research","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Periprosthetic; Calculator; Orthopedic surgery; Internal medicine; Arthroplasty; Sports medicine; Surgery; Intensive care medicine; Physical therapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002436114,0.0005687182,0.0005429762,0.001548067,0.000363011,0.001324302,0.0004892827,0.0005113868,0.002502466],"category_scores_gemma":[0.02403908,0.0002444889,0.0007966753,0.001781464,0.0003706052,0.000791329,0.0006875638,0.0009568753,0.0004570359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005631042,"about_ca_system_score_gemma":0.000932203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005517701,"about_ca_topic_score_gemma":0.00524608,"domain_scores_codex":[0.9978966,0.0005726441,0.0004032056,0.0002690641,0.0006671044,0.0001914889],"domain_scores_gemma":[0.9818621,0.00556159,0.007826291,0.0006016036,0.00283399,0.001314529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004417611,0.00001278566,0.9979243,0.000007156489,0.00002210906,0.0000114788,0.000009922062,0.0001237094,0.00001697019,0.00001650624,0.0002334521,0.001577409],"study_design_scores_gemma":[0.000009590174,0.00009384369,0.9946642,0.0000359355,0.00006563052,0.0001804952,0.00007630216,0.00400228,0.00007320649,0.0001183497,0.0006698412,0.00001027272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927024,0.001187769,0.001061608,0.0006819551,0.00005576914,0.00003528877,0.001166122,0.0000498689,0.00305936],"genre_scores_gemma":[0.9981481,0.0002429842,0.0006088928,0.00007169896,0.00004738058,0.00001162216,0.0006851484,0.000008045336,0.0001761716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005517701,"threshold_uncertainty_score":0.01288354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05897896034547762,"score_gpt":0.405234904041739,"score_spread":0.3462559436962614,"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."}}