{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002600828,0.0007116246,0.0005070282,0.0007766185,0.001648577,0.004126196,0.0009493799,0.00456016,0.4110791],"category_scores_gemma":[0.005657027,0.0002725246,0.000622407,0.0005542862,0.0008827522,0.002335729,0.002159356,0.004538079,0.2503647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001674619,"about_ca_system_score_gemma":0.005768382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004194479,"about_ca_topic_score_gemma":0.01369119,"domain_scores_codex":[0.9978585,0.0003164541,0.00006969523,0.0003056701,0.001016804,0.0004328864],"domain_scores_gemma":[0.9930612,0.0005390767,0.0002530336,0.0002314015,0.001634124,0.004281073],"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":[0.00005043133,0.00003403316,0.0001410243,0.00003343585,0.000002842635,0.00005219416,0.00001408167,0.00001907837,0.0002367709,0.001813463,0.9682536,0.02934902],"study_design_scores_gemma":[0.00001517881,0.00003214104,0.0001625348,0.00004688775,0.000002741591,0.0001104848,0.00002305721,0.00005099932,0.000268801,0.0006329156,0.9986489,0.000005424277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002245989,0.0125882,0.004069469,0.1789672,0.03647389,0.0002142953,0.004629353,0.003783318,0.7570283],"genre_scores_gemma":[0.008026636,0.005309071,0.002652168,0.04810799,0.002988103,0.000092639,0.002046854,0.001114324,0.9296621],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4110791,"threshold_uncertainty_score":0.8400242,"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."}}