{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1650097,0.003355438,0.01441937,0.02466551,0.002728547,0.008801345,0.004808139,0.005847496,0.1096259],"category_scores_gemma":[0.5251547,0.002778106,0.01742382,0.03602811,0.002355821,0.009588319,0.006699509,0.005908391,0.01419985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0128732,"about_ca_system_score_gemma":0.0463178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006942812,"about_ca_topic_score_gemma":0.01309033,"domain_scores_codex":[0.6750372,0.140707,0.1270742,0.01470661,0.03676165,0.005713304],"domain_scores_gemma":[0.6139989,0.2419313,0.05087429,0.02001728,0.06933746,0.003840825],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.003039953,0.00009502702,0.002679895,0.8416392,0.01439302,0.0001343723,0.0009699667,0.0005311103,0.0002476483,0.003295397,0.1006016,0.03237265],"study_design_scores_gemma":[0.01337182,0.001225885,0.02094655,0.6573787,0.04126301,0.0004064674,0.001534884,0.0007915918,0.0007991368,0.01023036,0.2516569,0.0003946781],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.00548563,0.07509317,0.01553485,0.01093716,0.003545234,0.1788699,0.6964952,0.001450604,0.01258828],"genre_scores_gemma":[0.02503633,0.0173954,0.02825708,0.00532427,0.0004900353,0.8560591,0.06431995,0.0006020585,0.002515725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8349903,"threshold_uncertainty_score":0.8726649,"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."}}