{"id":"W4392605505","doi":"10.12927/hcq.2024.27255","title":"If Not NOW, When? A People-Focused Change Model to Improve Patient Flow","year":2024,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Business; Culture change; Public relations; Medicine; Nursing; Medical emergency; Political science; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009701185,0.0007425093,0.0003197476,0.001575907,0.003493089,0.005816782,0.002353858,0.002715519,0.01189855],"category_scores_gemma":[0.01083706,0.0003378243,0.001478149,0.0009778594,0.003550111,0.00596597,0.006469436,0.004373293,0.002781471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004484308,"about_ca_system_score_gemma":0.01794731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004632292,"about_ca_topic_score_gemma":0.01018125,"domain_scores_codex":[0.9911165,0.005296975,0.0002470053,0.0008071474,0.001455371,0.001076926],"domain_scores_gemma":[0.9932495,0.001340354,0.0005144977,0.0004183261,0.000664782,0.003812561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001137406,0.01259895,0.02921819,0.0009978118,0.0002687037,0.0006989489,0.04135557,0.006639641,0.002750842,0.1168143,0.1137181,0.6738017],"study_design_scores_gemma":[0.003431496,0.01676203,0.03810672,0.001972019,0.0005547925,0.001598873,0.0547957,0.03830685,0.005774996,0.3350312,0.5030983,0.0005669734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.1971614,0.001217467,0.2765414,0.3091057,0.004356448,0.004763748,0.0004710672,0.003414645,0.2029681],"genre_scores_gemma":[0.8153139,0.0008522487,0.1205076,0.02517349,0.0007754834,0.002909124,0.0002166417,0.0002112594,0.03404007],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01189855,"threshold_uncertainty_score":0.05130535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0709665954403218,"score_gpt":0.3938473176189461,"score_spread":0.3228807221786243,"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."}}