{"id":"W7116148724","doi":"10.1371/journal.pone.0338300.s003","title":"Serious Adverse Device Effect (SADE).","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; Adverse effect; Perioperative; Randomized controlled trial; Surgical wound; Vancomycin; Clinical trial; Antimicrobial","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":[],"consensus_categories":[],"category_scores_codex":[0.004984826,0.0005071205,0.0009264898,0.0006560551,0.000618245,0.001048257,0.0006373917,0.0009884575,0.02902337],"category_scores_gemma":[0.01324639,0.000136962,0.001807366,0.0005918378,0.000327304,0.0003783002,0.0007890204,0.002020242,0.004093327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007119224,"about_ca_system_score_gemma":0.001211065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008295556,"about_ca_topic_score_gemma":0.002045176,"domain_scores_codex":[0.9944054,0.002114549,0.001304811,0.0003836434,0.001462695,0.000328871],"domain_scores_gemma":[0.9852389,0.005490634,0.005020344,0.0009331589,0.002484417,0.0008324634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01957738,0.001272841,0.05303997,0.02352834,0.002730392,0.001833233,0.0003281567,0.0006290997,0.004272402,0.009268148,0.1046823,0.7788378],"study_design_scores_gemma":[0.007358264,0.01911706,0.2210823,0.009986956,0.003796136,0.01174586,0.0004161967,0.002727245,0.007068971,0.01166243,0.7048612,0.0001773934],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1959587,0.3087845,0.0195283,0.01890519,0.01040393,0.01080117,0.04771663,0.002366115,0.3855355],"genre_scores_gemma":[0.8603154,0.03967922,0.01183036,0.01911955,0.002690666,0.003616708,0.00951219,0.0001280567,0.05310777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02902337,"threshold_uncertainty_score":0.09709287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01556669006641554,"score_gpt":0.3166000754966874,"score_spread":0.3010333854302719,"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."}}