{"id":"W3184461518","doi":"10.12688/hrbopenres.13314.1","title":"A study protocol for the development of a SPIRIT extension for trials conducted using cohorts and routinely collected data (SPIRIT-ROUTINE)","year":2021,"lang":"en","type":"preprint","venue":"HRB Open Research","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; McMaster University; Western University; Impact; McGill University; Jewish General Hospital; University of Toronto","funders":"Medical Research Council; University of Bristol; Royal College of Surgeons of England; National Institute for Health and Care Research; Cancer Research UK; University Hospitals Bristol NHS Foundation Trust; Health Research Board; Wellcome Trust","keywords":"Protocol (science); Checklist; Delphi method; Medicine; Scope (computer science); Clinical trial; Consolidated Standards of Reporting Trials; Data collection; Electronic data capture; Delphi; Research design; Medical physics; Alternative medicine; Psychology; Computer science; Pathology; Artificial intelligence; Statistics","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","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaresearch","open_science"],"category_scores_codex":[0.615877,0.0005419328,0.00907013,0.0006769033,0.001160685,0.007450731,0.01013642,0.0002706471,0.002372048],"category_scores_gemma":[0.307624,0.0002385911,0.0008913309,0.002408515,0.0001969255,0.0002862324,0.01700271,0.0006374098,0.00001778318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001135287,"about_ca_system_score_gemma":0.004875303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003584562,"about_ca_topic_score_gemma":0.001231713,"domain_scores_codex":[0.8945199,0.05842024,0.027704,0.005237706,0.01312832,0.0009897907],"domain_scores_gemma":[0.8905127,0.05791262,0.01234344,0.01658856,0.02230776,0.0003348971],"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":[0.010766,0.009259515,0.0503333,0.01457782,0.02443203,0.0001073392,0.03833732,0.0006542371,0.008100238,0.0007878562,0.6643151,0.1783292],"study_design_scores_gemma":[0.02362927,0.001418567,0.05996936,0.005762216,0.003852155,0.00004450975,0.06235721,0.2143292,0.001662129,0.003298398,0.6215925,0.002084475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.07058738,0.0002572888,0.02535082,0.0009291775,0.0001715618,0.9020551,0.0003489537,0.000004210096,0.0002954609],"genre_scores_gemma":[0.03276357,0.000005931909,0.1703143,0.00004839921,0.0001725287,0.7886415,0.000255461,0.00006982787,0.007728438],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.308253,"threshold_uncertainty_score":0.9985399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9911184568069713,"score_gpt":0.7663871550015496,"score_spread":0.2247313018054217,"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."}}