{"id":"W1898095936","doi":"10.1111/j.1462-2920.2012.02764.x","title":"Pronounced seasonal dynamics of freshwater chitinase genes and chitin processing","year":2012,"lang":"en","type":"article","venue":"Environmental Microbiology","topic":"Studies on Chitinases and Chitosanases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Svenska Forskningsrådet Formas","keywords":"Biology; Chitinase; Zooplankton; Ecology; Daphnia; Pyrosequencing; Community structure; Chitin; Species richness; Temperate climate; Phytoplankton; Gene; Nutrient","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":[0.0001360525,0.0001282326,0.0002216365,0.000667044,0.0002155103,0.0002443479,0.0001307461,0.0002140971,0.0008515445],"category_scores_gemma":[0.0002881761,0.0001614006,0.0001051298,0.000571972,0.0002965706,0.0002205296,0.0003265631,0.0001540314,0.0001672534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002379981,"about_ca_system_score_gemma":0.0001493395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002556118,"about_ca_topic_score_gemma":0.004576199,"domain_scores_codex":[0.9999117,0.000008484411,0.000005848671,0.00003995416,0.00001473849,0.0000192737],"domain_scores_gemma":[0.999705,0.00003420243,0.0001225656,0.00001442119,0.00005981637,0.00006402175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004603283,0.00003770685,0.2676833,0.00009535409,0.00004191866,0.0001849914,0.001072796,0.0002134092,0.7192504,0.00009075092,0.0001653341,0.0107036],"study_design_scores_gemma":[0.000002127751,0.00006382498,0.9957772,0.00000183302,0.000006374635,0.00005122708,0.00009460775,0.0001378518,0.003582149,0.00003311651,0.0002443267,0.000005335572],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991165,0.0001301131,0.0001761957,0.00001429566,0.000001157553,0.000003393852,0.0002292393,0.00001139501,0.0003176605],"genre_scores_gemma":[0.9989344,0.00006479647,0.0002649752,0.00001646533,0.000003034637,0.00001056333,0.0002626395,0.000003689804,0.0004394171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002556118,"threshold_uncertainty_score":0.005082548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004016482857886926,"score_gpt":0.1962193800695125,"score_spread":0.1922028972116256,"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."}}