{"id":"W2158292467","doi":"10.1186/1472-6963-5-1","title":"From theory to practice: improving the impact of health services research","year":2005,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":201,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Nursing research; Health informatics; Health administration; Medicine; Health services research; Public health; Quality of Life Research; Health economics; Nursing","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","metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.2168158,0.0009796707,0.004150778,0.003287244,0.009028231,0.0002867855,0.006655834,0.0009736333,0.001877473],"category_scores_gemma":[0.003165039,0.0006297949,0.0006111435,0.0102902,0.0005524951,0.000999986,0.004007293,0.009731334,0.005611302],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00931993,"about_ca_system_score_gemma":0.09392705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2709817,"about_ca_topic_score_gemma":0.01691875,"domain_scores_codex":[0.8256359,0.1481556,0.007972591,0.002442627,0.007465308,0.00832806],"domain_scores_gemma":[0.8841635,0.09858735,0.004761735,0.004443493,0.004911493,0.00313245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001398609,0.0001357191,0.0001671943,0.1199192,0.00008845439,0.000002079748,0.1020116,0.000004834873,6.010231e-7,0.0002828977,0.004147896,0.7730997],"study_design_scores_gemma":[0.0005010279,0.0008349545,0.001037266,0.03647217,0.00002555904,0.00000543742,0.09305821,0.00009168041,1.545984e-7,0.0003011137,0.8673351,0.0003373083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000291039,0.9645169,0.00030254,0.007181923,0.0007824804,0.02345436,0.00222206,0.0001551584,0.001093574],"genre_scores_gemma":[0.000216011,0.9720718,0.004216035,0.01395207,0.003553479,0.004214978,0.0003178945,0.0002855713,0.001172108],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8631873,"threshold_uncertainty_score":0.9996153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7504790662206302,"score_gpt":0.7991440349168587,"score_spread":0.04866496869622849,"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."}}