{"id":"W2115165412","doi":"10.1186/1471-2474-13-91","title":"Prophylactic antibiotic regimens in tumor surgery (PARITY) survey","year":2012,"lang":"en","type":"article","venue":"BMC Musculoskeletal Disorders","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Medicine; Antibiotics; Medical prescription; Orthopedic surgery; Sports medicine; Internal medicine; Cephalosporin; Surgery; Intensive care medicine; Family medicine; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007022594,0.0002857864,0.0005111547,0.0003117431,0.0000611798,0.00001947088,0.00007241254,0.00008654103,0.0001344825],"category_scores_gemma":[0.0006980822,0.0002370302,0.0003674627,0.0006123243,0.0001028489,0.0001950782,0.00004613242,0.0001902826,0.0002455431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001313531,"about_ca_system_score_gemma":0.0001495577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001404866,"about_ca_topic_score_gemma":0.002432418,"domain_scores_codex":[0.9979323,0.0002985875,0.0003792488,0.000360415,0.0003195636,0.0007099459],"domain_scores_gemma":[0.9985101,0.0006280163,0.0001041081,0.0004507019,0.0000392436,0.0002678033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008814468,0.002622441,0.9928449,0.0004663447,0.00004254434,0.00002092166,0.00004767023,0.000001974537,0.00003091568,0.0001118787,0.0003407729,0.003381519],"study_design_scores_gemma":[0.001103596,0.0001054396,0.9977024,0.00008118064,0.00009431822,0.0000187209,0.00008551395,0.00001885305,0.00007554543,0.00002517321,0.0004328507,0.0002564435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941231,0.002544604,0.00001851831,0.0002402773,0.0003136751,0.0007283816,0.000007141279,0.00007130304,0.001953003],"genre_scores_gemma":[0.9991026,0.0001047319,0.000237609,0.0001447355,0.00008573615,0.00005671147,0.00009897072,0.0000503292,0.0001185629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004979516,"threshold_uncertainty_score":0.9665812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03542453828351746,"score_gpt":0.2934538685856219,"score_spread":0.2580293303021045,"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."}}