{"id":"W2012139592","doi":"10.1016/j.hcmf.2011.01.003","title":"A Process Improvement Strategy for Patient Safety","year":2011,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lambton College; Royal Victoria Regional Health Centre","funders":"","keywords":"Process management; Process (computing); Patient safety; Best practice; Quality management; Health care; Performance improvement; Medical emergency; Business; Operations management; Medicine; Computer science; Engineering; Marketing","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":[],"consensus_categories":[],"category_scores_codex":[0.0005349841,0.0002211268,0.0002625037,0.0001589757,0.001013447,0.000001201542,0.0002541592,0.0001567158,0.0004561527],"category_scores_gemma":[0.00003573392,0.0001977015,0.000091726,0.0002358687,0.00004268176,0.0001391954,0.0001406669,0.0002975734,0.0001811756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002584518,"about_ca_system_score_gemma":0.000197534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002077114,"about_ca_topic_score_gemma":0.0003471033,"domain_scores_codex":[0.9970608,0.0001382454,0.0009165775,0.0004686426,0.000368978,0.001046735],"domain_scores_gemma":[0.998403,0.00006059604,0.0005067774,0.0004746295,0.0002455564,0.0003095058],"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":[0.002428622,0.001055014,0.03051092,0.0118958,0.0003241822,0.0000183235,0.03116631,0.00007050485,0.00001034367,0.3423498,0.04238271,0.5377875],"study_design_scores_gemma":[0.00476549,0.002974424,0.03414487,0.0008744182,0.00010796,9.763281e-7,0.123528,0.0004123726,0.0001329218,0.02326442,0.8090837,0.0007103896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09368266,0.0009564284,0.1657544,0.1155091,0.01268879,0.06544612,0.001052913,0.002157742,0.5427518],"genre_scores_gemma":[0.980562,0.0001437337,0.001155874,0.01111458,0.00008184932,0.004003846,0.0001983066,0.00004236869,0.002697462],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8868793,"threshold_uncertainty_score":0.8062031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1120772603202337,"score_gpt":0.4144767287164372,"score_spread":0.3023994683962035,"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."}}