{"id":"W1965423747","doi":"10.1073/pnas.0908284106","title":"Ecology of the rare microbial biosphere of the Arctic Ocean","year":2009,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":589,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Fisheries and Oceans Canada; W. M. Keck Foundation; National Science Foundation","keywords":"Phylotype; Biology; Ecology; Biosphere; Abundance (ecology); Biogeography; Biological dispersal; Taxon; Biodiversity; Rare species; Bacterioplankton; Phylogenetics; Population; Phytoplankton; Habitat","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007805756,0.00007580998,0.0001536463,0.00002271373,0.0003071642,0.000003200288,0.002007593,0.0001116432,0.0003236896],"category_scores_gemma":[0.0003471912,0.00003863413,0.0001109088,0.0006104847,0.003144764,0.0001380271,0.0004938892,0.0002474923,0.000002055053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003615354,"about_ca_system_score_gemma":0.0000256972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003614768,"about_ca_topic_score_gemma":0.000006733166,"domain_scores_codex":[0.9990662,0.00004150376,0.0002871095,0.0001394701,0.0003271142,0.0001386042],"domain_scores_gemma":[0.999205,0.0001387863,0.0005592185,0.00002513894,0.00005767883,0.00001417246],"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":[0.0000181936,0.0000953198,0.07136463,0.00002134336,0.000008118216,1.077741e-9,0.0003649514,0.0003726085,0.9171534,0.007001759,0.003508322,0.00009132101],"study_design_scores_gemma":[0.0001021553,0.00006658712,0.6773233,0.000030561,0.0000099614,0.000005223276,0.00009673961,0.00004213375,0.2745877,0.04747893,0.0002165441,0.00004007983],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886438,0.0000186799,3.817766e-8,0.006529804,0.00004018332,0.0001641278,0.00001202882,0.000002274749,0.004589126],"genre_scores_gemma":[0.9986996,0.000007748979,0.0001460073,0.000962312,0.00001657283,6.533331e-7,8.127058e-8,0.000001529531,0.0001654887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6425657,"threshold_uncertainty_score":0.9995681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01827610259614784,"score_gpt":0.2528095337807607,"score_spread":0.2345334311846129,"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."}}