{"id":"W2155553432","doi":"10.1258/135581903322029520","title":"Measuring the impact of health research","year":2003,"lang":"en","type":"article","venue":"Journal of Health Services Research & Policy","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":230,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Institute for Work & Health","funders":"","keywords":"Warrant; Public relations; Accountability; Conceptual framework; Medical research; Function (biology); Public health; Political science; Business; Psychology; Sociology; Medicine; Nursing; Social science","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":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2206213,0.0002397915,0.001033591,0.00317817,0.00560341,0.00007323048,0.001926378,0.0001675998,0.0005818771],"category_scores_gemma":[0.008704722,0.0001481469,0.0002471998,0.0065356,0.0005313677,0.0006175536,0.0003689713,0.004769481,0.0001908558],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005672148,"about_ca_system_score_gemma":0.07721007,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09071781,"about_ca_topic_score_gemma":0.002011367,"domain_scores_codex":[0.920122,0.06253435,0.005505396,0.000421094,0.006341578,0.005075539],"domain_scores_gemma":[0.9714233,0.01326326,0.003641499,0.001158645,0.008599102,0.001914251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000594648,0.0007831944,0.1562528,0.01200585,0.0002940491,0.00002003384,0.5741686,0.0003567535,0.001107423,0.02770338,0.1622721,0.06444114],"study_design_scores_gemma":[0.004936203,0.006790509,0.4576374,0.005221129,0.00000586546,0.0001407207,0.2151357,0.0002090385,0.000199288,0.02233804,0.2870226,0.0003634335],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7945394,0.003978036,0.0001475746,0.1887575,0.000493771,0.003638695,0.00007484762,0.00002780575,0.008342384],"genre_scores_gemma":[0.9860529,0.002634716,0.000474724,0.009454641,0.000865371,0.00006854523,0.000001541385,0.00004791256,0.000399639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3590329,"threshold_uncertainty_score":0.9996454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8743768069933802,"score_gpt":0.7913048463197215,"score_spread":0.08307196067365863,"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."}}