{"id":"W4367024299","doi":"10.1021/cen-09925-buscon17","title":"Seres, Nestl<b>é</b> partner on microbiome therapy","year":2021,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microbiome; Clostridium difficile; Food and drug administration; Gut microbiome; Medicine; Microbiology; Biology; Environmental health; Bioinformatics; Antibiotics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001466402,0.0002820401,0.0003916911,0.00006931306,0.00009296028,0.00007978455,0.0002018736,0.0001797158,0.001313402],"category_scores_gemma":[0.0001469164,0.0002395855,0.0002767268,0.0005653855,0.00008292733,0.00005144331,0.0001489877,0.0003154949,0.001116283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004067483,"about_ca_system_score_gemma":0.0004115422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007642362,"about_ca_topic_score_gemma":0.00001747035,"domain_scores_codex":[0.9979219,0.0001185456,0.0003139105,0.0005686716,0.0004884339,0.0005884712],"domain_scores_gemma":[0.9985675,0.00006835494,0.00004774448,0.0007389443,0.0002124092,0.0003650136],"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":[0.006638541,0.006301452,0.04305659,0.0002866696,0.0008649214,0.008199549,0.0005459048,0.00003537853,0.5648319,0.002016685,0.2493149,0.1179076],"study_design_scores_gemma":[0.007270805,0.001007832,0.01868572,0.0003539655,0.00008593763,0.0008824341,0.0002811368,0.00009197089,0.400521,0.0001258716,0.5701757,0.0005176583],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966568,0.002326555,0.00002234347,0.004031694,0.0004047603,0.0003432951,0.0001239798,0.0001270288,0.02605237],"genre_scores_gemma":[0.9895935,0.001377706,0.000121453,0.002336029,0.0004927376,0.00002684463,0.0001754093,0.00003690719,0.005839416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3208608,"threshold_uncertainty_score":0.9996614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0253097321385121,"score_gpt":0.3294223663123956,"score_spread":0.3041126341738835,"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."}}