{"id":"W2810653172","doi":"10.1186/s13063-018-2724-2","title":"Accommodating quality and service improvement research within existing ethical principles","year":2018,"lang":"en","type":"letter","venue":"Trials","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Western University","funders":"Canadian Institutes of Health Research; Canada Excellence Research Chairs, Government of Canada; National Institute for Health and Care Research","keywords":"Research ethics; Set (abstract data type); Quality (philosophy); Health care; Engineering ethics; Informed consent; Medicine; Psychology; Knowledge management; Computer science; Alternative medicine; Political science; Epistemology; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity","insufficient_payload"],"category_scores_codex":[0.2431671,0.0003593775,0.001473155,0.0004052749,0.002520615,0.0001326998,0.0008661287,0.002301413,0.001075902],"category_scores_gemma":[0.1439685,0.0002936299,0.00007707899,0.0007688145,0.0003530482,0.0001510972,0.001348081,0.01224961,0.0007919378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006115772,"about_ca_system_score_gemma":0.003503432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006090978,"about_ca_topic_score_gemma":0.001279251,"domain_scores_codex":[0.9349747,0.05233313,0.006566456,0.001222385,0.002736368,0.002166926],"domain_scores_gemma":[0.8806219,0.1103076,0.00458307,0.001461293,0.002560528,0.0004656896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005688845,0.000005124931,0.0005090156,0.003289495,0.00002809428,0.000006368885,0.01957465,2.036982e-7,0.0005115987,0.001360768,0.9738008,0.0008569325],"study_design_scores_gemma":[0.00144943,0.0001318517,0.001017034,0.0009514004,0.00002456531,0.000001316699,0.00337285,0.0000518097,0.00009195821,0.003231957,0.9893367,0.0003391017],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02825402,0.00001131453,0.00009906602,0.9577918,0.001468412,0.005207491,0.0003793641,0.0001385895,0.006649964],"genre_scores_gemma":[0.0007741214,0.00001158508,0.004571186,0.9733104,0.01653091,0.001220288,0.00009305868,0.00006773172,0.003420703],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09919864,"threshold_uncertainty_score":0.9999861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9836020550233808,"score_gpt":0.8222224933786301,"score_spread":0.1613795616447508,"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."}}