{"id":"W2171602507","doi":"10.1111/j.1475-6773.2011.01290.x","title":"International Comparability of Patient Safety Indicators in 15 OECD Member Countries: A Methodological Approach of Adjustment by Secondary Diagnoses","year":2011,"lang":"en","type":"article","venue":"Health Services Research","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":205,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Chemistry; Universiteit van Amsterdam; European Commission; Commonwealth Fund","keywords":"Comparability; Medicine; Patient safety; Proxy (statistics); International comparisons; Medical diagnosis; Demography; Health care; Data quality; Data collection; Statistics; Operations management","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01446141,0.0001431298,0.0006605632,0.0006408637,0.0003414973,0.000003056316,0.0004892012,0.0002956718,0.004554309],"category_scores_gemma":[0.0003061398,0.0001116174,0.0000495979,0.0005878577,0.0002734736,0.0001655934,0.0003355063,0.001522475,0.000065374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005529309,"about_ca_system_score_gemma":0.001325124,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008727355,"about_ca_topic_score_gemma":0.0004480654,"domain_scores_codex":[0.9907899,0.004487495,0.002219359,0.0003277409,0.001360301,0.0008151879],"domain_scores_gemma":[0.9946101,0.003109132,0.001009304,0.0003834539,0.0004573292,0.0004306735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003420715,0.002332966,0.6132293,0.04115413,0.00007287813,0.000001927779,0.2744252,0.000017568,0.000009728192,0.008560946,0.0116755,0.04509912],"study_design_scores_gemma":[0.00347332,0.001566897,0.746997,0.001838934,0.000007436038,0.000001574521,0.07776845,0.002489493,0.0002324745,0.001063268,0.164306,0.0002551051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9356086,0.001802202,0.0003688598,0.001730841,0.0005900408,0.003434865,0.0004231814,0.0000486789,0.0559927],"genre_scores_gemma":[0.9898604,0.002575272,0.004288265,0.002494532,0.00006479823,0.0004219962,0.0002341242,0.00001265187,0.00004800074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1966567,"threshold_uncertainty_score":0.9978736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4991142863975995,"score_gpt":0.5598804464066812,"score_spread":0.06076616000908175,"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."}}