{"id":"W4293228790","doi":"10.1093/bjs/znac039.152","title":"237 Antibiotic Prophylaxis of Precision Point Prostate Biopsy Under LA: Changed Practice in a District General Hospital","year":2022,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostate biopsy; Guideline; Biopsy; Antibiotic prophylaxis; Antibiotics; Prostate; Surgery; Urinary system; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001454981,0.0001215508,0.0005549941,0.0002716532,0.00006372746,0.00003864832,0.00008711206,0.00004640824,0.00007574735],"category_scores_gemma":[0.001129725,0.0001206988,0.0002360287,0.000493918,0.00004371786,0.0002440155,0.0001033931,0.0004271678,0.000001211172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004710917,"about_ca_system_score_gemma":0.0003633638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002610191,"about_ca_topic_score_gemma":0.000004702873,"domain_scores_codex":[0.9979221,0.0002633849,0.0007244677,0.0001880254,0.0006473417,0.0002547469],"domain_scores_gemma":[0.9980358,0.0006216581,0.0007565116,0.0001549831,0.0003050523,0.0001259514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002668148,0.0105896,0.5999411,0.0004530823,0.0007820874,0.05379687,0.001123357,0.0002004869,0.002437802,0.00002113327,0.02232777,0.3056585],"study_design_scores_gemma":[0.003724141,0.002657081,0.9621926,0.001813973,0.00021476,0.02014893,0.00110886,0.00001260301,0.003413677,0.0001140195,0.004352567,0.0002468189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840205,0.01224271,0.000006488109,0.002611706,0.0005015871,0.0003819929,0.0000915594,0.000006943288,0.0001365103],"genre_scores_gemma":[0.9907402,0.008434764,0.0004365798,0.0001315827,0.0001109477,0.0000197548,0.00002016141,0.00002439133,0.00008157648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3622514,"threshold_uncertainty_score":0.4921955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697156138026003,"score_gpt":0.2642049244631575,"score_spread":0.2472333630828975,"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."}}