{"id":"W4307097512","doi":"10.1089/ipm.09.05.10","title":"Translating the Microbiome","year":2022,"lang":"en","type":"article","venue":"Inside Precision Medicine","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Microbiome; Download; Library science; Gut microbiome; World Wide Web; Biology; Bioinformatics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006557049,0.00009557071,0.0001157204,0.00004637368,0.000376994,0.000005475928,0.0002558054,0.00003851716,0.0005010559],"category_scores_gemma":[0.00007838014,0.0000619783,0.00004616856,0.0001512374,0.0000835828,0.000001245942,0.0001624975,0.0001898767,0.00001070968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001738787,"about_ca_system_score_gemma":0.00006751027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000549832,"about_ca_topic_score_gemma":0.00003356823,"domain_scores_codex":[0.9990404,0.0001429303,0.0002364634,0.0002352582,0.0001591223,0.0001858741],"domain_scores_gemma":[0.9994732,0.00003643103,0.00006853289,0.0003355133,0.00003414543,0.0000521457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005211123,0.00001718212,0.0002231344,0.000005261536,0.000009576633,0.000003167271,0.0004682739,0.0000481051,0.9539238,0.00003738932,0.02970149,0.01551046],"study_design_scores_gemma":[0.001137763,0.0006609032,0.00367208,0.00002223298,0.00001841711,0.0002220099,0.0009293487,0.00004265668,0.0180382,0.0002878601,0.9748231,0.0001453975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971766,0.004985428,0.0009649868,0.01719171,0.000755392,0.0003722919,0.00002276253,0.00002093666,0.003920473],"genre_scores_gemma":[0.9937754,0.00009199347,0.0003390621,0.004380136,0.0003087248,0.0000212871,0.00008393685,0.00001561018,0.0009838572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9451216,"threshold_uncertainty_score":0.548621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02029498557931966,"score_gpt":0.2928512125230692,"score_spread":0.2725562269437495,"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."}}