{"id":"W7055354366","doi":"","title":"Controls on terrestrial carbon and nutrient cycling in Arctic permafrost environments","year":2021,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Thermal properties of materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Carbon dioxide; Permafrost; Global warming; Precipitation; Carbon sink; Moisture; Climate change","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":[0.0001823765,0.0002098545,0.0001811414,0.0002204314,0.0005173301,0.0004962083,0.0002055428,0.0001366883,0.0006133204],"category_scores_gemma":[0.0002483859,0.0001369687,0.0001346639,0.0002136079,0.0003392685,0.0002135198,0.0002642308,0.0001309146,0.00006246847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009327782,"about_ca_system_score_gemma":0.0005908602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07186668,"about_ca_topic_score_gemma":0.1909317,"domain_scores_codex":[0.9999124,0.00002005313,0.000007191729,0.00002653084,0.00001605397,0.00001777239],"domain_scores_gemma":[0.9998696,0.00002853048,0.00003708475,0.000008825839,0.00002650737,0.00002954492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001167285,0.0001542087,0.5991725,0.0002046715,0.0001730672,0.0004989178,0.001182969,0.005200547,0.3738339,0.000927386,0.000399199,0.01708536],"study_design_scores_gemma":[0.000006172379,0.00005315306,0.9948273,0.000004474713,0.00001190976,0.00003396327,0.0003492153,0.001167848,0.002828433,0.0001673299,0.000542664,0.000007504105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988732,0.0001154663,0.00008647617,0.00001725005,0.000001989247,0.000003278406,0.0001597823,0.000003944231,0.0007386805],"genre_scores_gemma":[0.9992312,0.00009698244,0.0002358286,0.00001833867,0.000002389532,0.000007315234,0.0001783593,0.000004212472,0.0002253643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07186668,"threshold_uncertainty_score":0.1428968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007097797040921243,"score_gpt":0.1842999052835967,"score_spread":0.1772021082426755,"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."}}