{"id":"W6894053272","doi":"10.5281/zenodo.5719532","title":"WHO Unity Sero-Epidemiological Studies Early Results Submission Template - Blank","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Calgary","funders":"","keywords":"Blank; Interchangeability; Term (time); Process (computing)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0144524,0.00129279,0.001758785,0.005946676,0.0009650945,0.00256992,0.00205243,0.001731583,0.3673512],"category_scores_gemma":[0.0735862,0.00152688,0.001298516,0.003635151,0.0005164514,0.001667103,0.002648175,0.001475302,0.1695368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000981998,"about_ca_system_score_gemma":0.004494327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002171612,"about_ca_topic_score_gemma":0.002208136,"domain_scores_codex":[0.9916295,0.002925679,0.00285633,0.0006751284,0.001367322,0.0005459748],"domain_scores_gemma":[0.9171114,0.04789272,0.004539298,0.008974834,0.01930384,0.002177842],"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":[0.001350158,0.0001695607,0.001913688,0.004733142,0.00005470614,0.0003635961,0.0004198753,0.000241007,0.00138857,0.002035018,0.9246911,0.06263955],"study_design_scores_gemma":[0.0005678167,0.0002184024,0.006512386,0.001823558,0.00006378685,0.0004992367,0.0003786607,0.0004459927,0.005165494,0.003630468,0.9806089,0.00008535592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.004943174,0.0008675285,0.04051819,0.002877996,0.003590311,0.01644847,0.8330896,0.03558754,0.06207715],"genre_scores_gemma":[0.02809492,0.001695494,0.1425729,0.004695376,0.00200717,0.0345776,0.6767117,0.01844199,0.09120288],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3673512,"threshold_uncertainty_score":0.9023968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1531199808789326,"score_gpt":0.3619563605110783,"score_spread":0.2088363796321457,"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."}}