{"id":"W2895514839","doi":"10.1186/s41073-018-0053-3","title":"Protocol for the development of a CONSORT extension for RCTs using cohorts and routinely collected health data","year":2018,"lang":"en","type":"article","venue":"Research Integrity and Peer Review","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Multiple Sclerosis Society of Canada; Jewish General Hospital; University of Ottawa; Dalhousie University; McMaster University; Western University; Children's Hospital of Eastern Ontario; Impact; Ottawa Hospital","funders":"Medical Research Council; Canadian Institutes of Health Research; Wellcome Trust","keywords":"Consolidated Standards of Reporting Trials; Checklist; Observational study; Generalizability theory; Guideline; Protocol (science); Randomized controlled trial; Medicine; Systematic review; Strengthening the reporting of observational studies in epidemiology; Research design; MEDLINE; Family medicine; Alternative medicine; Psychology; Statistics; Political science; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"reporting","study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"reporting","study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01561267,0.0001140584,0.0004502636,0.00005104553,0.0004434962,0.00003481643,0.0002652231,0.00006105638,0.00001869654],"category_scores_gemma":[0.0156113,0.00006730441,0.00002370974,0.0002179659,0.000318458,0.0001003949,0.0003323881,0.0003186277,3.379484e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006200175,"about_ca_system_score_gemma":0.0008026611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006470225,"about_ca_topic_score_gemma":0.0002916973,"domain_scores_codex":[0.9981105,0.0002660592,0.0005622095,0.0002941402,0.0004705448,0.0002964861],"domain_scores_gemma":[0.9944521,0.002219833,0.0002058533,0.0005344789,0.002496239,0.00009151414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000864742,0.0005681352,0.0004525841,0.1187219,0.0002278434,0.000001678993,0.002241359,3.442658e-8,0.00171712,0.07689913,0.4504331,0.3478723],"study_design_scores_gemma":[0.0008019062,0.000825253,0.0002530557,0.02502936,0.00004484283,0.000034734,0.0001647791,0.002758604,0.00318171,0.0810976,0.8855781,0.0002300832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.001077239,0.005198083,0.4002696,0.01196465,0.00003192783,0.5808006,0.0003071782,0.0001033786,0.0002472988],"genre_scores_gemma":[0.001593626,0.0024175,0.8560075,0.0003719965,0.00008686716,0.1389914,0.0000587365,0.00003877646,0.0004335867],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4557379,"threshold_uncertainty_score":0.9926806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9111252944079001,"score_gpt":0.6940410504859482,"score_spread":0.2170842439219519,"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."}}