{"id":"W2021285598","doi":"10.1097/naq.0b013e3182032208","title":"Optimizing Quality, Service, and Cost Through Innovation","year":2011,"lang":"en","type":"article","venue":"Nursing Administration Quarterly","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Revenue; Quarter (Canadian coin); Business; Outreach; Incentive; Quality (philosophy); Emergency department; Health care; Repurposing; Operations management; Service (business); Medical emergency; Nursing; Medicine; Finance; Marketing; Economics; Economic growth; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006129172,0.0001658516,0.0002562474,0.0001163853,0.0007723307,0.00002586454,0.0001051904,0.0002260812,0.0003359599],"category_scores_gemma":[0.00003699489,0.0001674038,0.00002472928,0.0004356793,0.00006403312,0.0005661177,0.000008493467,0.0003972735,0.0001310984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002426744,"about_ca_system_score_gemma":0.0008517236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003459785,"about_ca_topic_score_gemma":0.0004871436,"domain_scores_codex":[0.9979066,0.0003133317,0.0008639321,0.0002957434,0.0002120427,0.0004083231],"domain_scores_gemma":[0.9987023,0.0001725723,0.0003892629,0.0002788173,0.00036352,0.0000935262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0008316732,0.0005050762,0.0195975,0.000970185,0.00005054915,0.00001488242,0.324407,2.468135e-7,0.001682383,0.4567247,0.03404018,0.1611757],"study_design_scores_gemma":[0.008758022,0.005515278,0.537788,0.001820242,0.0002253474,0.00007597036,0.1626552,0.0002752191,0.00123496,0.1410517,0.1383717,0.002228236],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.525506,0.0001899372,0.01958543,0.03128077,0.002745027,0.001902048,0.00006325477,0.0005822467,0.4181453],"genre_scores_gemma":[0.9678847,0.00001083973,0.01302429,0.01773969,0.0002811372,0.00009894118,0.0001417549,0.00002754591,0.0007910868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5181906,"threshold_uncertainty_score":0.6826528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.235338540880362,"score_gpt":0.4913062140498045,"score_spread":0.2559676731694425,"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."}}