{"id":"W4295160048","doi":"","title":"Maintaining water and nutrients availability to plants in reclaimed oil sands soils","year":2017,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Oil sands; Soil water; Nutrient; Environmental science; Reclaimed water; Soil science; Environmental engineering; Chemistry; Archaeology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001418092,0.0001892423,0.0002882341,0.0002715952,0.0005504322,0.001005182,0.0006216641,0.0004393246,0.001701526],"category_scores_gemma":[0.0003581613,0.0001940284,0.0001647954,0.0002327181,0.0005001032,0.0005100243,0.0004099331,0.0004221876,0.0002268298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00150485,"about_ca_system_score_gemma":0.001116435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02296061,"about_ca_topic_score_gemma":0.04772931,"domain_scores_codex":[0.9998853,0.000006876715,0.000005681685,0.00003337201,0.0000212764,0.00004748718],"domain_scores_gemma":[0.9997084,0.00006916533,0.00005275865,0.00002305769,0.00007494626,0.00007159707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000550797,0.00003830448,0.005541477,0.00009369712,0.0000123489,0.000138976,0.0001367443,0.001058118,0.9873596,0.0002202555,0.00008183593,0.004767908],"study_design_scores_gemma":[0.00008260758,0.000609862,0.1075853,0.00002921753,0.00006197699,0.0003232811,0.002859077,0.02006265,0.861648,0.001512151,0.005157878,0.00006817911],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989083,0.00009714119,0.0004207,0.00004574791,0.000004684179,0.000003894195,0.00005537541,0.00001870581,0.000445431],"genre_scores_gemma":[0.9989511,0.00005994211,0.0003015647,0.000007751158,0.00000111824,0.000002754057,0.00004621633,0.00000709656,0.0006225333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02296061,"threshold_uncertainty_score":0.04565394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02515075142458647,"score_gpt":0.2700647605299913,"score_spread":0.2449140091054048,"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."}}