{"id":"W2574879942","doi":"10.1111/anae.13798","title":"Epidural pump malfunction – manufacturer's reply","year":2017,"lang":"en","type":"letter","venue":"Anaesthesia","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Medicine; Infusion pump; Catheter; Standard operating procedure; Test (biology); Ambulatory; Medical emergency; Surgery; Medical physics; Anesthesia; Operations management","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":[],"category_scores_codex":[0.0002681636,0.0005124887,0.000651219,0.0001477677,0.0001401501,0.0001716516,0.0007030484,0.001000833,0.0007578058],"category_scores_gemma":[0.00006161124,0.0004897397,0.0003138688,0.00004659435,0.00004680781,0.0002443801,0.00003562467,0.001721647,0.001641094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001168192,"about_ca_system_score_gemma":0.00003054446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006114918,"about_ca_topic_score_gemma":0.000009726518,"domain_scores_codex":[0.9978092,0.00005241254,0.0006414753,0.0005168912,0.0004113712,0.0005686455],"domain_scores_gemma":[0.9978086,0.0000288956,0.0004276854,0.001592427,0.0000359366,0.0001064144],"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":[0.000001663208,0.000002545767,0.0003982127,0.0002037765,0.00009649868,0.001474493,0.000009429967,0.00005284793,0.000008376043,0.00002132692,0.9927943,0.00493652],"study_design_scores_gemma":[0.00009147342,0.00003199093,0.002743902,0.00006894283,0.0001001418,0.00008531194,0.000002124451,0.0004048102,0.0003080335,0.0005152635,0.995088,0.0005600372],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03819561,0.002724715,0.001436668,0.8866782,0.009874702,0.001767754,0.0001096063,0.005165097,0.05404765],"genre_scores_gemma":[0.2183931,0.00006796855,0.0002891954,0.7655122,0.008520023,0.0001158704,0.0008019278,0.0004738621,0.005825792],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1801975,"threshold_uncertainty_score":0.9997554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01845205819968041,"score_gpt":0.220502721120222,"score_spread":0.2020506629205416,"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."}}