{"id":"W7161952172","doi":"10.82308/23697","title":"Microbial and substrate decomposition factors in Canadian commercially extracted peatlands","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peat; Environmental factor; Carbon flux; Decomposition","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0001905388,0.0003337656,0.0002554457,0.0006472894,0.0007840942,0.0007867005,0.0001931448,0.000202843,0.0007000504],"category_scores_gemma":[0.0002368196,0.0001989423,0.000216792,0.0006956646,0.0003601079,0.0002081002,0.0001933763,0.0002098503,0.0001112247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003083051,"about_ca_system_score_gemma":0.00300335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7177307,"about_ca_topic_score_gemma":0.883739,"domain_scores_codex":[0.9998118,0.000008618663,0.000009304948,0.0000503836,0.00005724885,0.00006265432],"domain_scores_gemma":[0.9997987,0.00002071017,0.00003296596,0.000005346075,0.0001042303,0.00003800363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001165769,0.0001456985,0.2547791,0.0002415613,0.000101264,0.0004233807,0.001790727,0.000815101,0.7258882,0.0001554947,0.0001705402,0.01432317],"study_design_scores_gemma":[0.000004451203,0.0001023129,0.9669209,0.0000151922,0.0000292142,0.00006383274,0.001147839,0.0006390514,0.03000857,0.00001917797,0.00103659,0.00001289976],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992626,0.0001368453,0.0000550119,0.000004280963,8.52236e-7,0.000005750462,0.0001712749,0.000001567505,0.0003617448],"genre_scores_gemma":[0.9966918,0.0003035663,0.0004213351,0.00001470962,9.944025e-7,0.00001235305,0.0006859179,0.000004336261,0.001865039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2822693,"threshold_uncertainty_score":0.5678632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007248739951450442,"score_gpt":0.2415317903787333,"score_spread":0.2342830504272829,"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."}}