{"id":"W2128205695","doi":"10.1007/s10750-009-9753-5","title":"Biology of the freshwater diatom Didymosphenia: a review","year":2009,"lang":"en","type":"review","venue":"Hydrobiologia","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":142,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ulster University; University of Ontario Institute of Technology","keywords":"Diatom; Temperate climate; Ecology; Nutrient; Water column; Biology; Primary producers; Organic matter; Phytoplankton; Hydrobiology; Environmental science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002795767,0.001051798,0.001327149,0.003627165,0.0003300548,0.001034944,0.000694333,0.0007667522,0.002750516],"category_scores_gemma":[0.0006842858,0.0003406311,0.0005276577,0.003506083,0.0003566939,0.001541117,0.0005759718,0.0008534014,0.00117449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004177199,"about_ca_system_score_gemma":0.0008987958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001472999,"about_ca_topic_score_gemma":0.002149932,"domain_scores_codex":[0.9998223,0.00001977241,0.00004914381,0.00004554649,0.00004749238,0.00001582454],"domain_scores_gemma":[0.9995539,0.0001768347,0.0001128848,0.00001242371,0.00009200727,0.00005204899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001132089,0.0000819062,0.001436468,0.05727475,0.0002144867,0.0005743949,0.0001988352,0.0006961048,0.00373819,0.001126057,0.02432761,0.910218],"study_design_scores_gemma":[0.00001206507,0.0002121887,0.008156833,0.01071126,0.0004518643,0.003389939,0.0001790946,0.0001398361,0.0006562208,0.001080791,0.9749697,0.00004019832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004762832,0.9982993,0.0001373691,0.00011283,0.0001733989,0.000005584055,0.00004991131,0.00001089298,0.0007343554],"genre_scores_gemma":[0.002064286,0.9968147,0.0002780954,0.0001308941,0.0001620406,0.000006622776,0.00009223917,0.000002124158,0.0004490998],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003627165,"threshold_uncertainty_score":0.009201407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04350438751586869,"score_gpt":0.3436269355362851,"score_spread":0.3001225480204164,"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."}}