{"id":"W2134871972","doi":"10.1136/bmjopen-2012-002197","title":"Prophylactic antibiotic regimens in tumour surgery (PARITY): protocol for a multicentre randomised controlled study","year":2012,"lang":"en","type":"article","venue":"BMJ Open","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Ottawa; University of British Columbia; McGill University; University of Toronto; McMaster University","funders":"McMaster University","keywords":"Medicine; Antibiotics; Protocol (science); Surgery; Prophylactic antibiotic; Antibiotic prophylaxis; Intensive care medicine; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00208997,0.0002239905,0.001204247,0.0001359164,0.000071838,0.00007565438,0.0001245865,0.00004864806,0.00009050026],"category_scores_gemma":[0.001337845,0.0001478485,0.0002125862,0.0001675655,0.00001985958,0.0001915244,0.00009710728,0.00009311684,0.0000487115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281327,"about_ca_system_score_gemma":0.0002482066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002569333,"about_ca_topic_score_gemma":0.0001215525,"domain_scores_codex":[0.9980174,0.0003240925,0.0006412797,0.0002972989,0.0002544739,0.0004654207],"domain_scores_gemma":[0.9979184,0.001111319,0.0002745918,0.0004151955,0.00009089188,0.000189626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.09993369,0.01535625,0.8813839,0.0003538848,0.0002345621,0.0001665312,0.0004825039,7.799607e-7,0.00008437306,0.00001564653,0.001057763,0.0009301305],"study_design_scores_gemma":[0.4799914,0.0004386163,0.5169208,0.0003479153,0.0003722646,0.00002648801,0.0004727868,0.00009189806,0.0007543433,0.00000738665,0.0003872761,0.0001887928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.2949268,0.00001669378,0.000002789533,0.0005457878,0.00006102401,0.7036132,0.000002330715,0.00001892229,0.0008124984],"genre_scores_gemma":[0.5302944,1.629178e-7,0.0001854654,0.0001097338,0.00007385031,0.4690754,0.000004382907,0.00001842875,0.0002381865],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.3800578,"threshold_uncertainty_score":0.6029088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1348098534951349,"score_gpt":0.4377098585828086,"score_spread":0.3029000050876737,"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."}}