{"id":"W4406441986","doi":"10.1016/j.ysur.2014.03.015","title":"10.1016/j.ysur.2014.03.015","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Surgical site infection prevention","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Quality (philosophy); Surgical site infection; Space (punctuation); Intensive care medicine; Surgery","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":[0.0001973549,0.0001052832,0.0001791324,0.00007488743,0.00004278252,0.00001561875,0.00005238889,0.00007679754,0.999833],"category_scores_gemma":[0.00006486598,0.00009505681,0.0001012761,0.0002121857,0.00002100329,0.00006538961,0.00001758917,0.0001173887,0.9986423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006088669,"about_ca_system_score_gemma":0.00002001228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002722275,"about_ca_topic_score_gemma":1.199182e-7,"domain_scores_codex":[0.9991648,0.00004832373,0.000185819,0.0001993301,0.000207546,0.0001941466],"domain_scores_gemma":[0.9994138,0.00005297976,0.00002431146,0.0002396868,0.00005646957,0.0002127756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000191516,0.0001149339,0.000003115582,0.000006967458,0.00002355207,0.0000133557,0.000004751917,0.00001680088,0.0001644117,6.010916e-7,0.1629788,0.8364812],"study_design_scores_gemma":[0.0006653208,0.0002599481,0.0009179169,0.00003163569,0.00004192858,0.00006362531,3.218387e-7,0.00007407651,0.0002519116,0.00001101057,0.9975752,0.0001071196],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007465657,0.00004100021,0.000002822969,0.0004919158,0.000003048691,0.0002479563,0.0000032288,0.0002327614,0.9915116],"genre_scores_gemma":[0.001352515,4.322226e-7,0.0000681181,0.0001089508,0.0002082646,0.00001727979,0.00002680023,0.0000215738,0.9981961],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8363741,"threshold_uncertainty_score":0.3876304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006760036885474158,"score_gpt":0.2090099554102301,"score_spread":0.2022499185247559,"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."}}