{"id":"W1551747230","doi":"10.1111/j.1365-2427.2012.02781.x","title":"Consistent patterns in diatom assemblages and diversity measures across water‐depth gradients from eight Boreal lakes from north‐western Ontario (Canada)","year":2012,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Environment; Manitoba Hydro","keywords":"Fragilaria; Diatom; Species richness; Benthic zone; Sensu; Ecology; Plankton; Boreal; Oceanography; Geology; Navicula; Nitzschia; Littoral zone; Phytoplankton; Biology","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":[0.0003262089,0.0002453052,0.0004047748,0.00005283303,0.0002477588,0.00009692404,0.0004023306,0.000145998,0.0003926531],"category_scores_gemma":[0.00001434334,0.0001648132,0.0000462818,0.00003693121,0.0001898199,0.0002301337,0.001063012,0.0001983008,0.00005517511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001906637,"about_ca_system_score_gemma":0.00007642054,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9748122,"about_ca_topic_score_gemma":0.9993821,"domain_scores_codex":[0.9976469,0.0002454274,0.0002874369,0.0004993816,0.0002980367,0.00102284],"domain_scores_gemma":[0.9992012,0.0001081503,0.00006281667,0.0003057757,0.00004148552,0.000280528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005502098,0.00008557105,0.9791297,0.000006828745,0.00003504954,0.00004183616,0.003223039,7.32495e-7,0.01682659,0.000006432513,0.0002010002,0.0003881801],"study_design_scores_gemma":[0.0006132059,0.00004552046,0.9602586,0.00001617812,0.00001359892,0.000002073743,0.0001317897,0.000003997144,0.03203018,0.0001343247,0.006516086,0.0002344482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960096,0.0002460589,0.00001573303,0.000135236,0.0007036491,0.0001943221,0.00262362,0.00002444467,0.00004736435],"genre_scores_gemma":[0.9986848,0.00003499915,0.00004720164,0.0001702417,0.0001328419,0.00002384622,0.0008067084,0.00001435447,0.00008504944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02456993,"threshold_uncertainty_score":0.6720886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03183898027381922,"score_gpt":0.2557710313684835,"score_spread":0.2239320510946643,"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."}}