{"id":"W4244716210","doi":"10.1093/annonc/mdr418","title":"The impact of the process of clinical research on health service outcomes","year":2011,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Medical Research Council; King's Health Partners; Universität Heidelberg; National Institute for Health and Care Research; University of Toronto; World Health Organization","keywords":"Medicine; Process (computing); Process management; Gerontology; Family medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01721573,0.00008013633,0.0007099068,0.0001014443,0.00009102766,0.000001123347,0.000413553,0.0001752549,0.00009097113],"category_scores_gemma":[0.05853083,0.00003258773,0.0002184562,0.000515996,0.0007514174,0.00002364516,0.0000943593,0.0008735268,0.00001223662],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005131001,"about_ca_system_score_gemma":0.02054673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003374323,"about_ca_topic_score_gemma":0.0002947012,"domain_scores_codex":[0.9958017,0.001324796,0.0009572665,0.0001503554,0.000915943,0.000849946],"domain_scores_gemma":[0.9897068,0.005252345,0.0005128742,0.0006965661,0.001885643,0.001945769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009772675,0.005352031,0.2929446,0.001626912,0.0003955167,0.00001660369,0.004969786,0.000002174931,0.000108632,0.00147956,0.174355,0.5089766],"study_design_scores_gemma":[0.001783401,0.03079786,0.9485797,0.0003102538,0.000007353008,0.000007392711,0.0008293225,0.00002678419,0.001453077,0.001604603,0.01456705,0.00003321758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.828626,0.0002117809,7.97157e-7,0.1549089,0.00009894946,0.0006275349,0.00001175901,0.000003937589,0.01551036],"genre_scores_gemma":[0.9873471,0.001392709,0.00002344327,0.01098162,0.00007010181,0.00001268313,0.000001138456,0.000008652874,0.0001626054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6556351,"threshold_uncertainty_score":0.9850059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8752344519374818,"score_gpt":0.7573931407040145,"score_spread":0.1178413112334673,"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."}}