{"id":"W4381736474","doi":"10.1136/bmjqs-2023-016129","title":"Five golden rules for successful measurement of improvement","year":2023,"lang":"en","type":"letter","venue":"BMJ Quality & Safety","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Women's College Hospital; University of Toronto; North York General Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Quality management; Operations management; Data science; Computer science; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.02365552,0.0008041568,0.002335893,0.0002669684,0.001253414,0.00001724413,0.001124601,0.002877273,0.0005272107],"category_scores_gemma":[0.00440168,0.0007425396,0.0009290153,0.0003505471,0.0002367139,0.0001394415,0.0005269656,0.004040879,0.0006704286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001794727,"about_ca_system_score_gemma":0.00386428,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01264288,"about_ca_topic_score_gemma":0.003056072,"domain_scores_codex":[0.981728,0.004998035,0.007374492,0.001259218,0.002760127,0.001880108],"domain_scores_gemma":[0.9837087,0.008075906,0.003264485,0.001936302,0.00276571,0.0002488886],"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":[0.0006364557,0.00007411058,0.0009468755,0.03541451,0.0004131999,0.00001518248,0.003929192,0.000005065218,0.0000434631,0.002573621,0.9512516,0.004696786],"study_design_scores_gemma":[0.00234627,0.0003686868,0.005934427,0.003724201,0.0002272756,6.132584e-7,0.009193291,0.00002842358,0.00004050237,0.009265753,0.9678696,0.001000963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001087398,0.0003654474,0.001634467,0.9593526,0.00582771,0.01305344,0.01604283,0.0004350916,0.002200994],"genre_scores_gemma":[0.002852362,0.001097277,0.001425843,0.9184664,0.02356391,0.00906164,0.01331274,0.0005321921,0.02968764],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04088622,"threshold_uncertainty_score":0.9995025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2763662063701248,"score_gpt":0.5098020459329069,"score_spread":0.2334358395627821,"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."}}