{"id":"W1996436184","doi":"10.1038/nrneph.2014.98","title":"ISN–ACCTS: global initiatives to improve clinical research","year":2014,"lang":"en","type":"review","venue":"Nature Reviews Nephrology","topic":"Genomics and Rare Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; MEDLINE; Intensive care medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01245967,0.001171238,0.001915259,0.003198751,0.0007419084,0.002465521,0.002239961,0.005358582,0.01254946],"category_scores_gemma":[0.01064837,0.0003660132,0.001122375,0.003465845,0.002104235,0.003645938,0.004154839,0.007296831,0.005554013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003304047,"about_ca_system_score_gemma":0.01468996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002183283,"about_ca_topic_score_gemma":0.004815846,"domain_scores_codex":[0.9974146,0.0007104097,0.0002853469,0.0002264147,0.001000695,0.0003624835],"domain_scores_gemma":[0.9884943,0.003646719,0.0006732579,0.000356866,0.003906265,0.002922574],"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":[0.0001493561,0.00009762605,0.0003586798,0.004517917,0.00009328051,0.0002019709,0.00005816273,0.0004139894,0.0007229725,0.01498824,0.3184055,0.6599923],"study_design_scores_gemma":[0.00005244602,0.00004224078,0.0005052894,0.002078425,0.00004648884,0.0002606476,0.00003553484,0.0000991778,0.0001761191,0.004198381,0.9924917,0.00001355136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003703184,0.9087755,0.002686868,0.05466783,0.01929805,0.00006683975,0.0002521633,0.0002749212,0.01360737],"genre_scores_gemma":[0.00359417,0.9394701,0.005474917,0.03074092,0.0124922,0.0001030417,0.000767894,0.00006810739,0.007288762],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9875403,"threshold_uncertainty_score":0.06589377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08159033406023054,"score_gpt":0.5058605715765058,"score_spread":0.4242702375162752,"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."}}