{"id":"W2179602239","doi":"10.4141/cjss10087","title":"Polyacrylamide molecular formulation effects on erosion control of disturbed soil on steep rocky slopes","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Polymer-Based Agricultural Enhancements","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Loam; Erosion control; Erosion; Surface runoff; Soil water; Revegetation; Environmental science; Soil science; Polyacrylamide; Hydrology (agriculture); Soil conservation; Infiltration (HVAC); Geology; Geotechnical engineering; Ecology; Chemistry; Geomorphology; Biology; Geography; Land reclamation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002349932,0.0001363354,0.0001814087,0.0002652208,0.0001114884,0.00002959971,0.0003488157,0.00004406063,0.00001413452],"category_scores_gemma":[0.0001023739,0.0001002495,0.00006582127,0.0003627725,0.00008335456,0.0003220096,0.000005966788,0.0001510117,0.000009622567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003210886,"about_ca_system_score_gemma":0.000228072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002196699,"about_ca_topic_score_gemma":0.003722894,"domain_scores_codex":[0.9988384,0.00002009057,0.0002745761,0.0001171496,0.0003858838,0.0003639343],"domain_scores_gemma":[0.9990994,0.0000373541,0.0001420572,0.0001308546,0.0001180251,0.0004722877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004645856,0.00002492112,0.0028256,0.00004666846,0.00003142025,0.0000796725,0.0005803841,0.04242443,0.9283935,0.0006761012,0.0001065858,0.02476426],"study_design_scores_gemma":[0.0006089833,0.0004097919,0.08023322,0.0002960973,0.00001825409,0.000008742628,0.00002563816,0.002542909,0.9155713,0.0001007957,0.00003621555,0.000147998],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958827,0.0001908022,0.001642701,0.00004383863,0.0004997079,0.0001040394,0.000007907263,0.00001065273,0.001617669],"genre_scores_gemma":[0.9997169,0.000005379474,0.00007998793,0.0001226058,0.00004612411,0.00000215352,7.711982e-7,0.00000936019,0.00001671259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07740763,"threshold_uncertainty_score":0.4088055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006804291640757938,"score_gpt":0.1823767594705704,"score_spread":0.1755724678298125,"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."}}