{"id":"W2505644712","doi":"10.1007/978-1-61779-827-6","title":"Microbial Systems Biology","year":2012,"lang":"en","type":"book","venue":"Methods in molecular biology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"U.S. Army Medical Research Institute of Infectious Diseases; Los Alamos National Laboratory; Lawrence Berkeley National Laboratory; Oak Ridge National Laboratory; Macquarie University; University of Toronto Scarborough; School of Medicine, Indiana University; U.S. Department of Energy; Technische Universiteit Delft; Earth Sciences Division; University of New South Wales; Norges Teknisk-Naturvitenskapelige Universitet; Lawrence Livermore National Laboratory; University of Toronto; U.S. Army","keywords":"Biology; Computational biology; Evolutionary biology; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006194982,0.001767025,0.00131573,0.001079549,0.0005348129,0.002205392,0.001344484,0.001054672,0.0339977],"category_scores_gemma":[0.0008291004,0.000771892,0.0007421118,0.001046486,0.001461705,0.003029459,0.002065592,0.003369183,0.02871237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026221,"about_ca_system_score_gemma":0.0008261108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004273146,"about_ca_topic_score_gemma":0.001071564,"domain_scores_codex":[0.9995789,0.00006500941,0.00001601653,0.0000717294,0.0002420475,0.00002643694],"domain_scores_gemma":[0.9997463,0.0001076749,0.000009896655,0.00006486168,0.00004109113,0.00003016668],"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":[0.00001996271,0.0000445624,0.00009882716,0.000789169,0.00004459888,0.00007841183,0.0001577831,0.00187703,0.005415788,0.2059014,0.3183246,0.4672479],"study_design_scores_gemma":[0.000006489126,0.00002072263,0.00009061627,0.0001404817,0.000008174956,0.0001705329,0.00002339036,0.001612538,0.001099518,0.1596645,0.8371507,0.00001228425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001066185,0.1310757,0.4514445,0.006348353,0.01098217,0.0002563489,0.000803316,0.003744896,0.3942786],"genre_scores_gemma":[0.0148175,0.0771044,0.1912086,0.004605824,0.004779655,0.0006610411,0.001274621,0.001452409,0.7040959],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0339977,"threshold_uncertainty_score":0.1137337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02342051324528586,"score_gpt":0.3539555506950179,"score_spread":0.3305350374497321,"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."}}