{"id":"W4406450224","doi":"10.1016/j.yprs.2013.06.040","title":"10.1016/j.yprs.2013.06.040","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Organ and Tissue Transplantation Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Antibiotics; Prophylactic antibiotic; Surgery; Prophylactic treatment; Plastic surgery; Intensive care medicine; Antibiotic prophylaxis; Microbiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001016273,0.0000965774,0.0001599222,0.00009493404,0.00004906025,0.00001834142,0.00008880088,0.00005385084,0.9991913],"category_scores_gemma":[0.0000138624,0.00008595992,0.00004339831,0.0002116447,0.00003451366,0.00004354766,0.000008494427,0.0001349956,0.9984727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000218756,"about_ca_system_score_gemma":0.00004383438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004261427,"about_ca_topic_score_gemma":3.913023e-7,"domain_scores_codex":[0.9991323,0.00002567567,0.0001355474,0.0001767904,0.0002801976,0.0002494905],"domain_scores_gemma":[0.9994127,0.00003609021,0.000009525023,0.0002244776,0.00005030118,0.0002668985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003985899,0.0001255813,0.000003925091,0.00005454801,0.00004050227,0.0001012654,0.00006446452,0.000006190807,0.0006526469,0.000001454508,0.5385265,0.4600243],"study_design_scores_gemma":[0.0007872279,0.0002486067,0.0005971087,0.00003668631,0.00002978553,0.0000504198,0.000001547571,0.0000508396,0.0008424856,0.000002183034,0.9972579,0.00009516472],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003439032,0.00008383864,0.000001078905,0.002175509,7.690695e-7,0.0002761788,0.00001797184,0.0001136679,0.993892],"genre_scores_gemma":[0.001235068,0.000003273219,0.0001213556,0.0000965222,0.0001390313,0.00001032137,0.00005523983,0.00002466036,0.9983145],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4599291,"threshold_uncertainty_score":0.3505344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01125243833458071,"score_gpt":0.2355852793802831,"score_spread":0.2243328410457024,"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."}}