{"id":"W4406116972","doi":"10.1007/978-3-031-71344-6_10","title":"Restoration of Wetland Hydrology at Big Meadow Bog","year":2024,"lang":"en","type":"book-chapter","venue":"Environmental contamination remediation and management","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Parks Canada","funders":"","keywords":"Wetland; Bog; Hydrology (agriculture); Environmental science; Peat; Geography; Geology; Ecology; Archaeology; Geotechnical engineering; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002313717,0.0002687587,0.0002763632,0.0001693468,0.00009601552,0.00001616314,0.0001105042,0.0002389723,0.00259924],"category_scores_gemma":[0.000003677057,0.0002634657,0.00007316122,0.00002846791,0.000231225,0.00008241407,0.0004064612,0.0001355798,0.0006740813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004898314,"about_ca_system_score_gemma":0.000002957461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001213801,"about_ca_topic_score_gemma":0.0004249512,"domain_scores_codex":[0.9984712,0.00002425623,0.000423589,0.0005023022,0.0004034545,0.0001752066],"domain_scores_gemma":[0.9993642,0.00003500479,0.0002912915,0.0002237026,0.000002789836,0.0000829924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00078728,0.0007023269,0.08433712,0.001559953,0.001757824,0.0005392545,0.003441523,0.0006835576,0.02442466,0.2938742,0.1176284,0.4702639],"study_design_scores_gemma":[0.001015889,0.000314556,0.06764778,0.00005104281,0.0002859942,0.00001368613,0.00003877988,0.0006954218,0.0002619606,0.005533493,0.9237093,0.0004321377],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04023649,0.0007061564,0.0002998728,0.0009251432,0.0008670821,0.001236361,0.0001033798,0.00006961814,0.9555559],"genre_scores_gemma":[0.4638483,0.00416602,0.00007153112,0.0002111124,0.00008903761,0.00004423255,0.0008076022,0.00003517853,0.530727],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8060809,"threshold_uncertainty_score":0.9999818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007646244372499137,"score_gpt":0.1894662913066504,"score_spread":0.1818200469341512,"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."}}