{"id":"W4229451688","doi":"10.1016/j.geodrs.2022.e00523","title":"Priorities for management and protection of Québec soils","year":2022,"lang":"en","type":"article","venue":"Geoderma Regional","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal; Université Laval; Center for Northern Studies; Ministère des Ressources naturelles et des Forêts; Agriculture and Agri-Food Canada","funders":"Université Laval","keywords":"Environmental science; Peat; Tundra; Permafrost; Sustainability; Wetland; Soil water; Soil carbon; Agroforestry; Agriculture; Land use; Land management; Ecosystem; Environmental protection; Environmental resource management; Geography; Ecology; Soil science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.003007952,0.0004011604,0.0004384471,0.001445108,0.00519524,0.004949733,0.002005004,0.003106413,0.02113188],"category_scores_gemma":[0.004623271,0.0002936787,0.0004195313,0.00148748,0.001493381,0.001322243,0.001464691,0.003122913,0.0008951064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06568366,"about_ca_system_score_gemma":0.2087688,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9896072,"about_ca_topic_score_gemma":0.9965153,"domain_scores_codex":[0.9973872,0.0005661457,0.00005163649,0.0001034278,0.0005165513,0.001375097],"domain_scores_gemma":[0.9918259,0.0004190755,0.0002556749,0.000110202,0.002981361,0.004407777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000334841,0.0002266366,0.05482658,0.0008207706,0.0001400205,0.000874022,0.002739076,0.003083059,0.003349851,0.05052653,0.6676623,0.2154165],"study_design_scores_gemma":[0.0001316259,0.00008945737,0.1818753,0.001463464,0.00007223258,0.0001956703,0.008840796,0.003103499,0.0006543908,0.007085812,0.7963307,0.0001569062],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1394131,0.04174667,0.003294126,0.6021348,0.003258666,0.0006670406,0.007827221,0.0006129637,0.2010455],"genre_scores_gemma":[0.682196,0.01876538,0.01606882,0.06855063,0.0008069281,0.0006210455,0.003778789,0.000199324,0.209013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06568366,"threshold_uncertainty_score":0.4765705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595206048186587,"score_gpt":0.2063869526599815,"score_spread":0.1904348921781156,"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."}}