{"id":"W2971765645","doi":"10.1101/758615","title":"Metabolic insight into bacterial community assembly across ecosystem boundaries","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Université du Québec à Montréal","funders":"Army Research Office; National Science Foundation","keywords":"Biological dispersal; Ecosystem; Niche; Ecology; Habitat; Biology; Aquatic ecosystem; Ecological niche; Population","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002716939,0.0001811324,0.000248096,0.0005813847,0.0002903991,0.0005610155,0.0001775036,0.0004051053,0.0007442793],"category_scores_gemma":[0.0006667424,0.0002189728,0.0002566639,0.0004688498,0.0003024989,0.000650104,0.0005164546,0.0004152261,0.0001171858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000279121,"about_ca_system_score_gemma":0.0001309821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007862741,"about_ca_topic_score_gemma":0.001063659,"domain_scores_codex":[0.9999009,0.00002002296,0.000006202651,0.00003224764,0.00002020582,0.00002027036],"domain_scores_gemma":[0.9996588,0.0000793234,0.0001317598,0.00003807514,0.00003663397,0.00005540344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003155735,0.00006815224,0.07438396,0.000182995,0.00007428849,0.0002135942,0.0002445717,0.02717482,0.8797984,0.005732567,0.0001627964,0.01164845],"study_design_scores_gemma":[0.00003175332,0.0002463906,0.4717414,0.00005371274,0.00007747916,0.0004293838,0.0007251787,0.3537938,0.1473065,0.02313013,0.002402455,0.00006193889],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882946,0.0002323725,0.01045846,0.0001051882,0.000005481256,0.000003997164,0.0001612523,0.00003553956,0.0007030247],"genre_scores_gemma":[0.9968336,0.00006489977,0.002867777,0.00001456135,0.000003226597,0.000004530356,0.00009183452,0.000006120938,0.0001135295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007862741,"threshold_uncertainty_score":0.002489865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01469289081813408,"score_gpt":0.2312331837035521,"score_spread":0.216540292885418,"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."}}