{"id":"W4406501071","doi":"10.1016/j.ymed.2015.05.025","title":"10.1016/j.ymed.2015.05.025","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Enteric bacteria; Enteric virus; Function (biology); Microbiology; Commensalism; Bacteria; Virology; Biology; Escherichia coli; Evolutionary biology; Genetics","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":[0.0006919321,0.000658405,0.0004179689,0.001134038,0.0007914515,0.002017289,0.0007879865,0.002885873,0.8529471],"category_scores_gemma":[0.00153407,0.0003285661,0.0003845985,0.0005197305,0.0006881846,0.001748531,0.0009976332,0.001432964,0.7766749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006732724,"about_ca_system_score_gemma":0.001028962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002359856,"about_ca_topic_score_gemma":0.001975405,"domain_scores_codex":[0.9997771,0.00002719292,0.00001968482,0.00004893003,0.00006110453,0.00006589614],"domain_scores_gemma":[0.9991134,0.0001257349,0.0001169152,0.00004416682,0.0001632968,0.0004364022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003123034,0.0002486238,0.01020723,0.0004222882,0.00003667002,0.0005540909,0.0001411487,0.0001493248,0.0004966806,0.004599412,0.462033,0.5207992],"study_design_scores_gemma":[0.00006905863,0.0001080076,0.01074794,0.001299635,0.00002934821,0.003481509,0.000412353,0.000203151,0.0003313471,0.004454044,0.9788366,0.00002693729],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008764737,0.02370656,0.002166006,0.03276535,0.006836014,0.0001089073,0.006692704,0.001662078,0.9172977],"genre_scores_gemma":[0.03227974,0.009820706,0.002148015,0.005206747,0.002366905,0.00008873859,0.003367999,0.0002386289,0.9444824],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1470529,"threshold_uncertainty_score":0.2097532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263223551334396,"score_gpt":0.257874481864626,"score_spread":0.245242246351282,"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."}}