{"id":"W3043933082","doi":"10.1186/s40463-020-00431-8","title":"Impact of ENT resource nurses in improving operating room efficiency","year":2020,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Resource (disambiguation); Business; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00154279,0.000213186,0.0001270492,0.0002386104,0.0002452048,0.0004344186,0.0002962301,0.0002097275,0.002477971],"category_scores_gemma":[0.01154738,0.00006605303,0.0002133201,0.0001708558,0.0002297736,0.0002973478,0.0006310759,0.0002903634,0.0002694113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005166553,"about_ca_system_score_gemma":0.0009428611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001120716,"about_ca_topic_score_gemma":0.002657191,"domain_scores_codex":[0.9983947,0.0008752057,0.0001092568,0.00007823286,0.0003024298,0.0002401425],"domain_scores_gemma":[0.9941402,0.00259214,0.001387389,0.0002099791,0.0006651737,0.001004999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001549063,0.0009891973,0.5977618,0.0008036382,0.0001287852,0.001141613,0.001176455,0.001517508,0.004478836,0.0002234681,0.002171137,0.3880586],"study_design_scores_gemma":[0.0000633669,0.003287197,0.9844381,0.0003674687,0.0001333087,0.001607729,0.001673617,0.0007326596,0.002329837,0.0001718338,0.005171461,0.00002345246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928745,0.001843596,0.0008342413,0.0004654223,0.00005730117,0.00005927123,0.00003626908,0.0000236518,0.003805746],"genre_scores_gemma":[0.9969882,0.0007575594,0.00153686,0.0001370422,0.0000373929,0.00003028403,0.00003505509,0.000005769945,0.0004718274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002477971,"threshold_uncertainty_score":0.008289635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05049495886334615,"score_gpt":0.3806460197604635,"score_spread":0.3301510608971174,"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."}}