{"id":"W2039573591","doi":"10.1186/cc10582","title":"Quality in quality improvement research - a new benchmark","year":2011,"lang":"en","type":"letter","venue":"Critical Care","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Randomized controlled trial; Quality management; Odds ratio; Intervention (counseling); Confidence interval; Intensive care; Cluster randomised controlled trial; Emergency medicine; Audit; Intensive care unit; Family medicine; Nursing; Intensive care medicine; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4365941,0.005004953,0.01340276,0.03103174,0.007314426,0.0425321,0.009165642,0.01871384,0.007659692],"category_scores_gemma":[0.4765729,0.002610288,0.005526421,0.02481267,0.03890656,0.05069106,0.02385711,0.04003669,0.003129159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03453352,"about_ca_system_score_gemma":0.04085511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004197232,"about_ca_topic_score_gemma":0.003241012,"domain_scores_codex":[0.5463577,0.29685,0.05328845,0.0126054,0.08520399,0.005694462],"domain_scores_gemma":[0.4213368,0.4244521,0.02654869,0.03692937,0.06913491,0.02159815],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009586,0.0007110146,0.005677473,0.01207526,0.001654197,0.0001624623,0.001585478,0.003452598,0.0003669106,0.346734,0.1993359,0.4272862],"study_design_scores_gemma":[0.001049521,0.001670097,0.005375269,0.03225794,0.0006657116,0.0003563571,0.002272265,0.006004807,0.0004268654,0.6850369,0.2645351,0.0003491071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001449115,0.2972747,0.04854824,0.5678136,0.06482339,0.0008575008,0.000748732,0.0007868783,0.01769777],"genre_scores_gemma":[0.1422904,0.3162154,0.2604719,0.1830992,0.08358277,0.006237064,0.002063966,0.001511062,0.004528336],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5634059,"threshold_uncertainty_score":0.6947798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9015440290297545,"score_gpt":0.7888879829922925,"score_spread":0.112656046037462,"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."}}