{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003189104,0.0001417344,0.000177362,0.0007799512,0.0003540259,0.0004203834,0.0003087231,0.0005130233,0.002787508],"category_scores_gemma":[0.009641631,0.000210149,0.0002849735,0.0009971885,0.0002674823,0.0004212437,0.0008381479,0.0006470947,0.0006123716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007885912,"about_ca_system_score_gemma":0.001072752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004930166,"about_ca_topic_score_gemma":0.007411586,"domain_scores_codex":[0.9979423,0.0007263802,0.0004898902,0.0001542998,0.0004158564,0.000271215],"domain_scores_gemma":[0.9841706,0.003145709,0.008581902,0.0003398605,0.001731634,0.002030199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000685622,0.00009983202,0.9898903,0.00007080264,0.00001845275,0.00004446518,0.0003215449,0.00006289545,0.0001903454,0.00002109904,0.00240179,0.006809969],"study_design_scores_gemma":[0.00001734325,0.000246666,0.9949162,0.00004313349,0.00001182445,0.0002238318,0.0009755135,0.0001469314,0.0001545153,0.00002502224,0.003230955,0.00000798107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877896,0.0002483631,0.0003261473,0.001702927,0.00003639514,0.0001956536,0.006539237,0.00002503315,0.003136619],"genre_scores_gemma":[0.9944179,0.0004356651,0.0008723391,0.0008566324,0.00004296405,0.0002783764,0.002401614,0.000007114754,0.0006874838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004930166,"threshold_uncertainty_score":0.01686579,"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."}}