{"id":"W2145001358","doi":"10.1126/scitranslmed.3009391","title":"Many Fences Make Better Neighbors","year":2014,"lang":"en","type":"letter","venue":"Science Translational Medicine","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Firewall (physics); Biology; Cell biology; Microbiology; Immunology; Business","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":[0.0006232847,0.0002527803,0.0002633743,0.0001956023,0.0002349678,0.00002365782,0.0005986067,0.0003128792,0.0002951895],"category_scores_gemma":[0.00004780372,0.0001933187,0.00007301119,0.0002662939,0.001572649,0.000005103467,0.00002767758,0.0005195299,0.00005161319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000180041,"about_ca_system_score_gemma":0.0004824974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004480486,"about_ca_topic_score_gemma":0.00002210266,"domain_scores_codex":[0.9977431,0.00004946599,0.000330254,0.000691384,0.0006915488,0.000494224],"domain_scores_gemma":[0.9992012,0.0000335384,0.0001255621,0.0003717091,0.000159145,0.000108887],"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":[0.00001213422,0.000008604445,0.000864634,0.00009529902,0.00001633202,0.00001267401,0.00008330352,0.000005372679,0.1431807,0.0001676438,0.8531088,0.002444454],"study_design_scores_gemma":[0.000363811,0.0001826286,0.006121886,0.00009296605,0.0000253432,0.00004836235,0.000008302301,0.00003247553,0.000960538,0.0005452006,0.9913738,0.0002446571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005644564,0.0006427196,0.002162245,0.9829109,0.0009564353,0.0002417849,0.00003376638,0.00001636998,0.00739127],"genre_scores_gemma":[0.08089589,0.00009694543,0.001092571,0.9049283,0.009768633,0.00001373292,0.0009612839,0.00002947112,0.002213147],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1422202,"threshold_uncertainty_score":0.7883308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02021424338132348,"score_gpt":0.2945452646720368,"score_spread":0.2743310212907134,"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."}}