{"id":"W2026168305","doi":"10.1007/s00300-013-1435-0","title":"Environmental selection of marine stramenopile clades in the Arctic Ocean and coastal waters","year":2013,"lang":"en","type":"article","venue":"Polar Biology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Université Laval","keywords":"Arctic; Biology; Clade; Marine ecosystem; Pelagic zone; Ecotype; Ecology; Oceanography; Climate change; Ecosystem; Phylogenetics; Gene; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001304726,0.00006346902,0.00009128818,0.00001836181,0.00006724262,0.000003285156,0.0001322358,0.00007870205,0.003748548],"category_scores_gemma":[0.00000827177,0.00004451012,0.0000138304,0.00003954085,0.0004362465,0.00004614569,0.000177823,0.000166973,0.00007105844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001881465,"about_ca_system_score_gemma":0.000001849053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005114704,"about_ca_topic_score_gemma":0.001957703,"domain_scores_codex":[0.9993362,0.0002817432,0.0001063672,0.0001041354,0.00001918178,0.0001523709],"domain_scores_gemma":[0.9997774,0.00007780718,0.00003632314,0.00009048184,9.146289e-7,0.00001709835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001029785,0.00006013599,0.7808101,0.00000256941,0.000004846656,1.743447e-7,0.0003313301,0.000006349891,0.2174734,0.00008182172,0.0001476744,0.001071346],"study_design_scores_gemma":[0.0001563802,0.0002866881,0.9937447,8.390777e-7,0.00000374811,0.00001767962,0.0002175303,0.00003564201,0.00120952,0.003320892,0.0009531547,0.00005324531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991382,0.000008080772,0.000003609311,0.0002623402,0.00002378943,0.0001295258,0.000008980464,0.000003468846,0.0004220016],"genre_scores_gemma":[0.9994836,0.00003204416,0.00009491583,0.0002960192,0.000008293811,0.00000375687,0.00005221802,0.000002765266,0.00002635872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2162638,"threshold_uncertainty_score":0.9971622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005545013266055765,"score_gpt":0.1950693975667123,"score_spread":0.1895243843006565,"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."}}