{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008851262,0.0002357799,0.0005434668,0.0007842676,0.00006759247,0.00003128003,0.001204089,0.0001753179,0.0295511],"category_scores_gemma":[0.0001439014,0.0001680642,0.0001627265,0.0009289496,0.001728199,0.0001173257,0.0002082119,0.000103767,0.000277674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005318727,"about_ca_system_score_gemma":0.0003163212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004371604,"about_ca_topic_score_gemma":0.0006140221,"domain_scores_codex":[0.9973291,0.00009236432,0.0004709144,0.0005042205,0.001110874,0.000492515],"domain_scores_gemma":[0.9988142,0.0001039114,0.0004471362,0.0003924906,0.00006702053,0.0001752176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001011099,0.0002076838,0.04762455,0.0002941454,0.00003330635,0.000008572798,0.0001426488,0.00000562155,0.006924957,0.00123767,0.9410148,0.002495909],"study_design_scores_gemma":[0.0001874577,0.0001779202,0.0006445222,0.0002322588,0.00001623178,0.000001243651,0.0001355649,0.000006772062,0.004495141,0.0004113353,0.9934108,0.0002807949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02342276,0.00537484,0.00002966009,0.00009286655,0.0008986286,0.0002465733,0.0003344564,0.0000762705,0.969524],"genre_scores_gemma":[0.01630536,0.03839761,0.02864742,0.0002470766,0.002408284,0.00008681112,0.00005299809,0.0005420197,0.9133124],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05621152,"threshold_uncertainty_score":0.971336,"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."}}