{"id":"W4285900307","doi":"10.1017/qua.2022.27","title":"The importance of effective moisture and landscape controls on diatom assemblages and primary production in Roche Lake, British Columbia, Canada over the past ca. 1800 years","year":2022,"lang":"en","type":"article","venue":"Quaternary Research","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Queen's University","funders":"National Centers for Environmental Information; Natural Sciences and Engineering Research Council of Canada; Queen's University","keywords":"Diatom; Forcing (mathematics); Radiative forcing; Arid; Climate change; Holocene; Proxy (statistics); Paleoclimatology; Subfossil; Geology; Oceanography; Climatology; Environmental science; Physical geography; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002403349,0.00006385695,0.0001623486,0.00004533799,0.0007056078,0.00008974729,0.000255971,0.00004912532,0.0002490895],"category_scores_gemma":[0.0001617656,0.00005465624,0.00001536372,0.0002580562,0.000394606,0.00005645371,0.00008711108,0.0007944916,0.000002577113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007637762,"about_ca_system_score_gemma":0.000189225,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5214334,"about_ca_topic_score_gemma":0.9932977,"domain_scores_codex":[0.9973385,0.001281966,0.0001534675,0.0002924074,0.000548331,0.0003852793],"domain_scores_gemma":[0.9979649,0.001691885,0.0000493096,0.0001858736,0.00004830471,0.00005977826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002030554,0.00001616558,0.991875,0.0000258461,0.00002299467,0.0002126368,0.0001177523,0.00007081746,0.000006389461,0.000003297863,0.006045239,0.001400804],"study_design_scores_gemma":[0.0003482952,0.0002543138,0.996278,0.00001133224,0.000002943919,0.0001125072,0.0004063786,0.0005576067,0.00000248784,0.0002071651,0.001760746,0.00005826156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937512,0.003220434,2.999458e-8,0.001508505,0.0001128304,0.0006072628,0.00008299055,0.00000395118,0.0007128214],"genre_scores_gemma":[0.9982393,0.0004031714,0.000001059077,0.0001033449,0.00004732751,0.00005072377,0.00004878398,0.000003206851,0.001103078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4718643,"threshold_uncertainty_score":0.5427036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01015398067730993,"score_gpt":0.2431426757030742,"score_spread":0.2329886950257643,"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."}}