{"id":"W3033756437","doi":"10.12688/wellcomeopenres.15933.1","title":"Baseline results of a living systematic review for COVID-19 clinical trial registrations","year":2020,"lang":"en","type":"preprint","venue":"Wellcome Open Research","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Wellcome Trust; National Institute for Health and Care Research; Bill and Melinda Gates Foundation","keywords":"Medicine; Psychological intervention; Family medicine; Clinical trial; Internal medicine; 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","metaepi_broad","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.8354456,0.0005886551,0.01805953,0.0007872462,0.0004542035,0.003865952,0.02041284,0.0004862649,0.007952317],"category_scores_gemma":[0.9481837,0.0003091067,0.006362448,0.00312156,0.0003382904,0.0002106826,0.007322819,0.001800775,0.002868013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001765523,"about_ca_system_score_gemma":0.004369143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002961241,"about_ca_topic_score_gemma":0.0002099425,"domain_scores_codex":[0.4808614,0.3640706,0.112471,0.008670395,0.03248959,0.00143707],"domain_scores_gemma":[0.227612,0.6534435,0.05472767,0.04191818,0.01933488,0.002963842],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001289543,0.0002617112,0.00002425086,0.2553084,0.0005801009,0.000009503305,0.0001854895,0.00003754374,0.000001263971,0.002449784,0.7396275,0.0002248469],"study_design_scores_gemma":[0.01479778,0.002077833,0.00004638172,0.4418197,0.005463778,0.00001935771,0.001872812,0.04687405,0.000003393302,0.03331742,0.452335,0.001372541],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"other","genre_scores_codex":[0.0003289099,0.09039109,0.1886813,0.2405742,0.003960506,0.3484303,0.006861516,0.0000527364,0.1207194],"genre_scores_gemma":[0.1531344,0.05914428,0.1272785,0.01701117,0.005931549,0.05975566,0.002028592,0.0004991558,0.5752167],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4544973,"threshold_uncertainty_score":0.9999361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9778486331130868,"score_gpt":0.740954442478933,"score_spread":0.2368941906341537,"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."}}