{"id":"W4251831185","doi":"10.14322/publons.r1801489","title":"10.14322/publons.r1801489","year":2000,"lang":"en","type":"dataset","venue":"Time to knit","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Virology; Public health; Viral infection; Global health; Biology; Medicine; Virus; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001467429,0.002061468,0.001490858,0.003873768,0.0005847634,0.003139753,0.003105466,0.002260336,0.3283251],"category_scores_gemma":[0.009295638,0.001157619,0.001462037,0.007907984,0.0004695377,0.001432994,0.00239146,0.001157637,0.4080075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001418076,"about_ca_system_score_gemma":0.002036312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01635043,"about_ca_topic_score_gemma":0.02472849,"domain_scores_codex":[0.9990157,0.0001943432,0.0001527387,0.0003018625,0.0001646184,0.0001706641],"domain_scores_gemma":[0.9965455,0.0009903454,0.0005149026,0.0008218717,0.0005937642,0.000533724],"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":[0.0001231958,0.00002277143,0.001615545,0.0008666844,0.0000621576,0.00002073847,0.00001961585,0.0002730286,0.00006868052,0.0003779262,0.9930316,0.00351801],"study_design_scores_gemma":[0.0008487096,0.00005037238,0.005954855,0.0005114441,0.00008548487,0.00008458246,0.00005837333,0.000553976,0.0003552571,0.001286539,0.9901697,0.00004060866],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00008834175,0.00007737926,0.0000609194,0.00007744246,0.00002341437,0.000008473971,0.9983139,0.000518089,0.0008320126],"genre_scores_gemma":[0.0006541642,0.00010394,0.0002077867,0.000123866,0.00002004437,0.00006909601,0.9966618,0.0002043827,0.001954926],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6716748,"threshold_uncertainty_score":0.9580627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407221128129946,"score_gpt":0.266129030351602,"score_spread":0.2520568190703025,"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."}}