{"id":"W6911404609","doi":"10.5281/zenodo.10685569","title":"The effects of forest disturbance on dissolved organic carbon in the Algoma region, central Ontario","year":2024,"lang":"en","type":"dissertation","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dissolved organic carbon; Disturbance (geology); Carbon flux; Carbon fibers; Carbon cycle","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":[0.0001496682,0.0001512065,0.0001985186,0.0005684296,0.001541007,0.000979927,0.0004449677,0.0001900605,0.001277892],"category_scores_gemma":[0.000601446,0.0001779936,0.0002362631,0.001592013,0.0007119431,0.0002242388,0.000563141,0.0002092074,0.000188171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01743078,"about_ca_system_score_gemma":0.01408821,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9921365,"about_ca_topic_score_gemma":0.9968489,"domain_scores_codex":[0.999835,0.0000140704,0.0000118186,0.00003006868,0.00004615724,0.00006292375],"domain_scores_gemma":[0.9995587,0.00003877951,0.00007272769,0.00001757846,0.0002114068,0.0001007982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006468236,0.00005335669,0.9569656,0.0001792535,0.000152507,0.0004732689,0.007412642,0.0007942576,0.008807398,0.0005408291,0.002140453,0.02183364],"study_design_scores_gemma":[0.000005408816,0.000006841612,0.9962946,0.000009203322,0.00001226166,0.00001741057,0.001690891,0.0001211656,0.0001542744,0.00001825921,0.001666217,0.00000351905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946204,0.0003471251,0.00006077893,0.000161694,0.000004578993,0.00001372162,0.001249933,0.000006549642,0.003535069],"genre_scores_gemma":[0.9961965,0.0003217019,0.0001248358,0.00003104664,0.000002082265,0.000009045423,0.0004347903,0.000004763981,0.002875233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01743078,"threshold_uncertainty_score":0.1264698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008143236879017654,"score_gpt":0.1958606897613781,"score_spread":0.1877174528823604,"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."}}