{"id":"W2125685502","doi":"10.1111/j.1529-8817.2005.04049.x","title":"BENTHIC DIATOM AUTECOLOGY AND INFERENCE MODEL DEVELOPMENT FROM THE CANADIAN HIGH ARCTIC ARCHIPELAGO<sup>1</sup>","year":2005,"lang":"en","type":"article","venue":"Journal of Phycology","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Diatom; Bay; Benthic zone; Arctic; Paleolimnology; Biology; Ecology; Archipelago; Oceanography; Nitzschia; Taxon; Canonical correspondence analysis; Fragilaria; Dissolved organic carbon; Nutrient; Habitat; Geology; Phytoplankton","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000892365,0.0001371226,0.0003129012,0.0002045105,0.0004664113,0.00002986287,0.0004517267,0.0002650954,0.004641488],"category_scores_gemma":[0.0002905842,0.00009239115,0.00004375,0.0001064736,0.000478753,0.000128354,0.0000326101,0.0008803979,0.0001735501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001433202,"about_ca_system_score_gemma":0.001595372,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02038622,"about_ca_topic_score_gemma":0.8631124,"domain_scores_codex":[0.998283,0.0003819338,0.0003983825,0.0001825631,0.0001738357,0.0005803097],"domain_scores_gemma":[0.9977668,0.001460647,0.000170055,0.0001363247,0.0001188597,0.0003473386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006720318,0.00001586006,0.9644531,0.000004227632,0.00007597828,0.00006510705,0.001688908,0.02663688,0.000001237372,0.0003114564,0.0002363552,0.006443672],"study_design_scores_gemma":[0.0005058991,0.0001675909,0.9612906,0.000009133692,0.0000298671,0.0003046852,0.0001539897,0.02573258,0.000007456925,0.007999984,0.003694953,0.0001032856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876995,0.0008804189,0.00007380055,0.01043435,0.0001663691,0.00009912117,0.00002311944,0.000004358694,0.0006189743],"genre_scores_gemma":[0.9947423,0.0001460129,0.002910175,0.001945755,0.0001667764,0.000001482888,0.00002757082,0.000002728654,0.00005715181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8427262,"threshold_uncertainty_score":0.9962684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169495538951218,"score_gpt":0.2428544355557633,"score_spread":0.2211594801662511,"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."}}