{"id":"W7161958209","doi":"10.82308/8070","title":"Carbon dynamics in northern peatlands, Canada","year":2003,"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":"Biogeochemical cycle; Carbon flux; Carbon fibers; Carbon cycle; Ecosystem; Atmosphere (unit); Peat; Flux (metallurgy)","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":[0.0001131518,0.0001694106,0.0001527672,0.001242079,0.002146123,0.0008603111,0.0002645603,0.0001331686,0.002007999],"category_scores_gemma":[0.0003275259,0.000108164,0.0001109569,0.002205727,0.0003902908,0.0002305296,0.0002853601,0.0001862714,0.0002158473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02243736,"about_ca_system_score_gemma":0.023959,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.997831,"about_ca_topic_score_gemma":0.9993131,"domain_scores_codex":[0.999903,0.000002779023,0.000003903325,0.00001536426,0.00003393812,0.00004099516],"domain_scores_gemma":[0.9997258,0.000009861104,0.00001826423,0.000005779347,0.0001821691,0.000058095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003450344,0.00008661677,0.8634421,0.0002387648,0.0001028852,0.0009269332,0.006713385,0.005014725,0.006436702,0.00321795,0.01268596,0.1007889],"study_design_scores_gemma":[0.000007386499,0.000008140065,0.9853253,0.00003598243,0.00001206727,0.00007145248,0.001902666,0.000986689,0.0004864761,0.0001778512,0.01097597,0.00001014686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819217,0.001471941,0.0001129506,0.0002861431,0.000008409032,0.000024947,0.006826383,0.00003206639,0.009315496],"genre_scores_gemma":[0.9876774,0.001287079,0.0003014618,0.00004306678,0.000002836874,0.00001260394,0.002454398,0.000008061627,0.008213143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02243736,"threshold_uncertainty_score":0.1627952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0029943726808938,"score_gpt":0.187982895240928,"score_spread":0.1849885225600341,"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."}}