{"id":"W4405868454","doi":"10.1080/07011784.2024.2442363","title":"Modelling peatland disruption in bisected bogs and the potential impacts on source water protection","year":2024,"lang":"en","type":"article","venue":"Canadian Water Resources Journal / Revue canadienne des ressources hydriques","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton Regional Hospital; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bog; Wetland; Peat; Hydrology (agriculture); Groundwater; Watershed; Water table; Environmental science; Ombrotrophic; Riparian zone; Forestry; Geography; Geology; Ecology; Archaeology; Habitat","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003045874,0.0004599942,0.0003343324,0.0004977747,0.0006148501,0.001579855,0.001079493,0.0009750429,0.001633758],"category_scores_gemma":[0.000945511,0.000441949,0.000480531,0.0004185598,0.0008700176,0.0004974877,0.0007985412,0.0005570305,0.0001088392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003688771,"about_ca_system_score_gemma":0.003480858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5440083,"about_ca_topic_score_gemma":0.5716233,"domain_scores_codex":[0.9998543,0.00003005157,0.000005327937,0.00002560213,0.00001507065,0.00006959846],"domain_scores_gemma":[0.9995454,0.0001766744,0.00007208819,0.00001976283,0.00006444158,0.0001216063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004931108,0.00003863822,0.01624369,0.00001988572,0.00002010327,0.0002032055,0.00006092208,0.9804699,0.0009432669,0.0008587151,0.0001415462,0.000950797],"study_design_scores_gemma":[0.00001845157,0.00002975444,0.008684508,0.00001546271,0.00001686944,0.00002990918,0.0002751701,0.9897031,0.0002356968,0.000531535,0.000447119,0.00001240678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916808,0.00009715412,0.0031962,0.0001047903,0.00001391211,0.00004029844,0.0004485165,0.00003488258,0.00438335],"genre_scores_gemma":[0.996421,0.00007552256,0.001727788,0.00001744245,0.000002471542,0.00002125394,0.0001436224,0.00001134182,0.001579614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4559917,"threshold_uncertainty_score":0.9173542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009834491253020421,"score_gpt":0.1895910226607385,"score_spread":0.1797565314077181,"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."}}