{"id":"W6901668181","doi":"10.60692/5c4f7-gxr64","title":"Mind The Gap: Data availability, accessibility, transparency, and credibility during the COVID-19 pandemic, an international comparative appraisal","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Teldio (Canada)","funders":"","keywords":"Transparency (behavior); Credibility; Ethnic group; Population; Health care; Refugee; Comparability; Developing country","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":["metaresearch"],"category_scores_codex":[0.2456662,0.0008665001,0.002062192,0.02446041,0.002488438,0.01307687,0.003102381,0.003558748,0.004422074],"category_scores_gemma":[0.408985,0.0008131825,0.002455984,0.03599383,0.01029585,0.01929004,0.008898165,0.00418544,0.000213022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01984435,"about_ca_system_score_gemma":0.0245338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01965429,"about_ca_topic_score_gemma":0.01225584,"domain_scores_codex":[0.7999292,0.1526594,0.01930604,0.003764559,0.02061572,0.003725096],"domain_scores_gemma":[0.4087798,0.4990215,0.04751254,0.00984159,0.03125664,0.003587926],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002873194,0.0003392515,0.1065045,0.1782773,0.004943342,0.0008379045,0.0934932,0.004524725,0.000398198,0.09038376,0.02574252,0.4916821],"study_design_scores_gemma":[0.0003223644,0.00229513,0.2636061,0.3683016,0.005169093,0.001411596,0.1855394,0.003263745,0.0012043,0.02681681,0.1415997,0.0004701207],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1244673,0.7036882,0.006216437,0.1288403,0.002099216,0.001763125,0.007215699,0.00006324739,0.02564651],"genre_scores_gemma":[0.7972158,0.187997,0.006651303,0.004294957,0.0007138859,0.001109973,0.001510561,0.00006601672,0.0004404917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7543338,"threshold_uncertainty_score":0.9302279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6142888790442568,"score_gpt":0.4619734105593328,"score_spread":0.152315468484924,"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."}}