{"id":"W7115807334","doi":"","title":"INFLUENCE OF SPRUCE BUDWORM DEFOLIATION ON STREAM MICROBIOMES","year":2023,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Ministère des Forêts, de la Faune et des Parcs; Natural Resources Canada; Jarislowsky Foundation; McMaster University","keywords":"Spruce budworm; Plant litter; Biomass (ecology); Microbial population biology; Ecosystem; Litter; STREAMS; Water quality; Dissolved organic carbon","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001791234,0.0002088709,0.0002794354,0.000423516,0.0006006983,0.0006914496,0.000121681,0.0001468179,0.0006683949],"category_scores_gemma":[0.0003218082,0.0001008549,0.000202221,0.0004833595,0.0002889569,0.0001537592,0.0002558242,0.0002095136,0.00007027357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002052825,"about_ca_system_score_gemma":0.001796874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4026366,"about_ca_topic_score_gemma":0.6828564,"domain_scores_codex":[0.9997682,0.0000213884,0.00001013056,0.00005892722,0.00005934048,0.0000819894],"domain_scores_gemma":[0.9997166,0.00001723849,0.00006979246,0.000007811551,0.00009363992,0.00009481594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002034991,0.00003256457,0.9637558,0.00004248939,0.00006194906,0.00008614385,0.0004314817,0.0001668684,0.03090327,0.00002110174,0.0001001637,0.004194546],"study_design_scores_gemma":[6.988237e-7,0.00002195058,0.9993736,0.000001675176,0.000005352886,0.00001047794,0.0001807484,0.00005651023,0.0002524231,0.0000025253,0.00009287402,0.000001141395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993679,0.00009489946,0.0000269261,0.00001016483,9.393796e-7,0.000004310671,0.0002919651,0.000001755211,0.0002010831],"genre_scores_gemma":[0.9991067,0.00009652149,0.00009179217,0.00002340407,0.0000011548,0.000003969086,0.0004247247,0.00000106043,0.0002505703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4026366,"threshold_uncertainty_score":0.800586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007912520000455673,"score_gpt":0.1842987257686778,"score_spread":0.1763862057682221,"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."}}