{"id":"W7116053058","doi":"10.1371/journal.pone.0338300.s004","title":"Protocol.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Surgical site infection prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cefazolin; Perioperative; Randomized controlled trial; Surgical wound; Negative-pressure wound therapy; Clinical trial; Gold standard (test); Vancomycin","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01892507,0.00162797,0.001686096,0.001897173,0.002722254,0.004229155,0.003155519,0.003507951,0.5188189],"category_scores_gemma":[0.02278831,0.001199398,0.001562349,0.001932534,0.001128638,0.001996266,0.003332615,0.003294247,0.1872055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00363921,"about_ca_system_score_gemma":0.01749015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003528909,"about_ca_topic_score_gemma":0.005639863,"domain_scores_codex":[0.9897648,0.004641792,0.001434545,0.00156674,0.001637802,0.0009543155],"domain_scores_gemma":[0.9857202,0.002680946,0.0008169814,0.003249137,0.006080991,0.001451672],"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":[0.0185529,0.002549726,0.002785302,0.01055059,0.0002078702,0.000629329,0.001743617,0.0008690996,0.001785783,0.03879372,0.653258,0.2682741],"study_design_scores_gemma":[0.003562422,0.001591141,0.001588712,0.002340912,0.0001023324,0.0001948272,0.0005537471,0.0003281771,0.0007390685,0.007694781,0.9812499,0.00005395368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01112192,0.003879193,0.03637324,0.007386137,0.007614615,0.5088859,0.1304782,0.0028459,0.2914149],"genre_scores_gemma":[0.01848436,0.002252131,0.04434263,0.01052169,0.0008176101,0.7074826,0.03680994,0.0007102955,0.1785788],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.4811811,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04462613262994052,"score_gpt":0.3779113476661396,"score_spread":0.3332852150361991,"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."}}