{"id":"W3009260951","doi":"10.1016/j.hrthm.2020.03.003","title":"A longer look at preventing cardiac device infection","year":2020,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; University of British Columbia","funders":"","keywords":"Medicine; Randomized controlled trial; Intensive care medicine; Infection control; Surgery","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":[0.0001257559,0.0003116263,0.001048115,0.0001219965,0.000203378,0.00003221181,0.000007177176,0.0003783741,0.00007331448],"category_scores_gemma":[0.0001481001,0.0002977472,0.0006795703,0.0002309189,0.00005996539,0.00004668772,0.0001279997,0.000880242,0.001753564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002137787,"about_ca_system_score_gemma":0.00008702003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007872334,"about_ca_topic_score_gemma":0.00000369758,"domain_scores_codex":[0.9981904,0.0001175674,0.0003405226,0.0005094412,0.0004824222,0.000359649],"domain_scores_gemma":[0.9990911,0.0001619696,0.0001292141,0.0003723857,0.0001499238,0.00009544492],"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":[0.00001691082,0.000003252916,0.008172966,0.0005551987,0.0003080307,0.0002023027,0.0001880181,0.000001904919,0.00004889157,5.198495e-7,0.9901993,0.0003027066],"study_design_scores_gemma":[0.0002305906,0.00005228113,0.005724881,0.0003406965,0.0004194742,0.003038975,0.000008830049,0.000004941083,0.0001429435,0.000005622183,0.9897718,0.0002590006],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05614787,0.008871649,0.00007286117,0.785921,0.00465135,0.001665239,0.0001014229,0.001066707,0.1415019],"genre_scores_gemma":[0.02936744,0.0005685168,0.0003926465,0.8886282,0.03507166,0.0001072023,0.0005627744,0.0001892678,0.04511223],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1027072,"threshold_uncertainty_score":0.9999475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03394168776764734,"score_gpt":0.2952763634906785,"score_spread":0.2613346757230312,"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."}}