{"id":"W2312883014","doi":"10.1097/sle.0b013e318274b719","title":"Plastic Freezer Bags","year":2013,"lang":"en","type":"article","venue":"Surgical Laparoscopy Endoscopy & Percutaneous Techniques","topic":"Surgical site infection prevention","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Surgery; Surgical site infection; Sterilization (economics); Plastic surgery; Test site; Colorectal surgery; Plastic bag","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002889444,0.0005350948,0.0008503339,0.0003058613,0.0002127033,0.0001439849,0.0002414545,0.0004892962,0.05849535],"category_scores_gemma":[0.0003091386,0.0004437314,0.0004584042,0.0005262016,0.0003163418,0.0003173254,0.0001319652,0.0007618237,0.002626022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002984845,"about_ca_system_score_gemma":0.00009675849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004794481,"about_ca_topic_score_gemma":0.000008743655,"domain_scores_codex":[0.9966038,0.0001877605,0.0007957507,0.0008170815,0.0007512407,0.0008444076],"domain_scores_gemma":[0.9974948,0.0007077652,0.0001599812,0.0007031487,0.0003039978,0.0006303106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004601321,0.0006628264,0.003777794,0.0001193449,0.0001158143,0.001778114,0.00004549548,0.000002392355,0.9649905,0.001041383,0.007251651,0.01975458],"study_design_scores_gemma":[0.0001433412,0.001846337,0.0001985877,0.000349468,0.0001819985,0.01267262,0.00003183678,0.0002212508,0.8356125,0.001705165,0.1463775,0.0006594222],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9145271,0.0001914039,0.00009271906,0.0004990028,0.0004610637,0.001500827,0.00001648433,0.002508197,0.08020324],"genre_scores_gemma":[0.9803934,0.0003328739,0.01240045,0.0005388611,0.0004724756,0.00040746,0.00008398259,0.000112276,0.005258215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1391259,"threshold_uncertainty_score":0.9998015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008775350218642475,"score_gpt":0.276824116812687,"score_spread":0.2680487665940446,"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."}}