{"id":"W3198186047","doi":"10.21203/rs.3.rs-776154/v1","title":"Exploring the Effect of Nightly Infusion Pump Alarms on Sleep in the Hospital","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Sleep (system call); Anesthesia; Emergency medicine; Medicine; Psychology; Computer science; Operating system","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005358655,0.0003259354,0.0004462682,0.0004651542,0.0002416772,0.0001482644,0.001423182,0.0004674261,0.0004342232],"category_scores_gemma":[0.0007814979,0.0001755372,0.0003174965,0.001041954,0.0002396408,0.00007649047,0.0009864904,0.005246261,0.0002248849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001319905,"about_ca_system_score_gemma":0.00006676914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255624,"about_ca_topic_score_gemma":0.0001097245,"domain_scores_codex":[0.9915793,0.004998486,0.0004548394,0.0007309219,0.001466185,0.0007702921],"domain_scores_gemma":[0.9935723,0.004077999,0.0001220751,0.001942974,0.0002009554,0.00008371345],"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":[0.002027722,0.00237476,0.2232784,0.0009856975,0.001398529,0.00274502,0.1755413,0.002463361,0.000259418,0.006376912,0.007393191,0.5751557],"study_design_scores_gemma":[0.006946822,0.01264512,0.8924477,0.01968106,0.0002186435,0.00002077502,0.05197963,0.0002806735,0.01044851,0.0006369348,0.003017389,0.001676729],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805418,0.001309227,0.000009802835,0.002146465,0.001639557,0.00201963,0.0000178612,0.00003583544,0.01227983],"genre_scores_gemma":[0.997325,0.0004176942,0.000005709821,0.00003754987,0.0003450702,0.001659338,0.00008976737,0.0000508511,0.00006901772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6691692,"threshold_uncertainty_score":0.9970487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1049223168260534,"score_gpt":0.4000252803600184,"score_spread":0.2951029635339651,"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."}}