{"id":"W4283448416","doi":"10.1080/14767333.2022.2091515","title":"Quality improvement in healthcare: an action learning approach","year":2022,"lang":"en","type":"article","venue":"Action Learning Research and Practice","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Active listening; Action (physics); Quality (philosophy); Health care; Medical education; Psychology; Process (computing); Quality management; Action learning; Order (exchange); Knowledge management; Nursing; Public relations; Medicine; Computer science; Pedagogy; Business; Political science; Cooperative learning; Teaching method; Marketing","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":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01753511,0.000113656,0.0001624737,0.0004144296,0.005411764,0.00006208931,0.0001286335,0.0001308931,0.0007254971],"category_scores_gemma":[0.005403297,0.0001192631,0.0000195047,0.001026271,0.00005198622,0.001118096,0.00021047,0.00646747,0.00006984171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035539,"about_ca_system_score_gemma":0.001417236,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01066926,"about_ca_topic_score_gemma":0.0005721287,"domain_scores_codex":[0.97794,0.01958276,0.0004825199,0.0004651097,0.0009782412,0.0005513962],"domain_scores_gemma":[0.9951678,0.003321491,0.0003759076,0.0002003826,0.0007352813,0.0001991682],"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":[0.0343466,0.005147782,0.1964778,0.001632273,0.0001356475,0.00002378693,0.103068,0.008644124,0.07266798,0.06476223,0.01432277,0.498771],"study_design_scores_gemma":[0.0009936495,0.001731786,0.03900907,0.0000285347,0.000004728966,0.0000153651,0.4171901,0.002949669,0.0000464062,0.0009245034,0.5369117,0.0001944793],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453316,0.0001447739,0.0005351035,0.03750697,0.00103324,0.001124617,0.000003430607,0.000129938,0.01419032],"genre_scores_gemma":[0.9792647,0.00024353,0.0004330161,0.001164666,0.0002939145,0.0009886762,0.0001615524,0.00002435688,0.01742563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5225889,"threshold_uncertainty_score":0.9959188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3529612065171433,"score_gpt":0.6366427030805369,"score_spread":0.2836814965633936,"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."}}