{"id":"W4251102079","doi":"10.1038/npg.els.0003279","title":"Biogeography of Freshwater Algae","year":2001,"lang":"en","type":"other","venue":"Encyclopedia of Life Sciences","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Algae; Biogeography; Ecology; Biology; Photosynthesis; Geography; Oceanography; Botany; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002130045,0.0001398866,0.0001677282,0.002584316,0.0002903205,0.0005134891,0.0001490684,0.0001104256,0.003169388],"category_scores_gemma":[0.0004880143,0.0001012571,0.0001463919,0.002343276,0.0003237765,0.0003940385,0.0005404779,0.0001231292,0.0003214277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005445386,"about_ca_system_score_gemma":0.0003200089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0150997,"about_ca_topic_score_gemma":0.02332764,"domain_scores_codex":[0.9998166,0.00003487285,0.00001320821,0.00007488579,0.00003425064,0.00002618245],"domain_scores_gemma":[0.9995974,0.00007078329,0.0001400117,0.00002425977,0.0001006293,0.00006703175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009083047,0.00002048739,0.8720152,0.0002653536,0.0001213726,0.0003218995,0.001824486,0.001755981,0.02655359,0.007754723,0.0009304492,0.08834569],"study_design_scores_gemma":[0.000002066135,0.00001361844,0.9911413,0.00003287531,0.000007988867,0.0001667318,0.0003775891,0.000504864,0.0002975913,0.0004809815,0.006968177,0.000006112509],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9814426,0.002616847,0.0008000028,0.0001823476,0.000005751393,0.00001217637,0.0009605844,0.00002664782,0.01395306],"genre_scores_gemma":[0.9961274,0.001056942,0.0005332788,0.00003894266,0.000006374141,0.000005852756,0.0004977077,0.000008965368,0.001724618],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0150997,"threshold_uncertainty_score":0.03002363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712903026430476,"score_gpt":0.2781118743902513,"score_spread":0.2609828441259466,"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."}}