{"id":"W4225370620","doi":"10.37526/1526-744x.2022.49.2.161","title":"All-Star Quality Improvement: Keep It Simple","year":2022,"lang":"en","type":"article","venue":"Nephrology Nursing Journal","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Simple (philosophy); Quality (philosophy); Quality management; Curiosity; Process (computing); Patient safety; Star (game theory); Medicine; Computer science; Psychology; Engineering; Operations management; Health care; Political science; Social psychology; Management 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0748386,0.001689446,0.001714661,0.002544062,0.004658122,0.01231907,0.003032889,0.005017435,0.005817855],"category_scores_gemma":[0.1543586,0.001055392,0.001728661,0.001911681,0.006143942,0.01280724,0.01076989,0.01617772,0.004607955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005063002,"about_ca_system_score_gemma":0.01584029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002353863,"about_ca_topic_score_gemma":0.005166885,"domain_scores_codex":[0.9078309,0.04770167,0.008464802,0.003107219,0.03035679,0.00253863],"domain_scores_gemma":[0.8671827,0.04994924,0.009035479,0.01215926,0.04194601,0.01972727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002404869,0.0006567602,0.005829415,0.003546152,0.0002798407,0.0003127517,0.006950498,0.000685962,0.001563859,0.0152427,0.2559758,0.7087159],"study_design_scores_gemma":[0.0007568087,0.00338926,0.02094259,0.01069785,0.0004466304,0.002405959,0.01278822,0.003315113,0.004184091,0.07540482,0.8651386,0.0005299817],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01397216,0.02083814,0.111509,0.7878723,0.0278473,0.001476241,0.0002454951,0.005200147,0.03103931],"genre_scores_gemma":[0.1924594,0.03117715,0.4409112,0.2857171,0.0210332,0.003491958,0.0005073644,0.002455633,0.02224702],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0748386,"threshold_uncertainty_score":0.3957891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.101195380651519,"score_gpt":0.4598302073355075,"score_spread":0.3586348266839886,"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."}}