{"id":"W7162100886","doi":"10.82308/5208","title":"Measurement and modelling of tillage and water erosion within intensive potato production systems of northwestern New Brunswick, Canada","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tillage; Strip-till; Mulch-till; Plough; Erosion; Minimum tillage; Conventional tillage","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002281829,0.0003723687,0.0002705488,0.0006559764,0.001202335,0.001373687,0.0009419385,0.000265334,0.0007762256],"category_scores_gemma":[0.0006212475,0.0003514909,0.0003160157,0.001873221,0.0005732343,0.0002715952,0.0004602311,0.0003233227,0.0001253801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02262344,"about_ca_system_score_gemma":0.01427642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9934515,"about_ca_topic_score_gemma":0.9966764,"domain_scores_codex":[0.9997309,0.00001222854,0.00001113713,0.00006952891,0.00008585765,0.00009040957],"domain_scores_gemma":[0.9994862,0.00005946126,0.00006231469,0.00002319861,0.0002910597,0.00007767779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004627344,0.0002630225,0.808233,0.0001813515,0.0001428255,0.0007852226,0.001410052,0.1281338,0.01620397,0.0005755952,0.001810815,0.04179762],"study_design_scores_gemma":[0.00005413597,0.00007305788,0.8675658,0.0000317298,0.00004818205,0.0000701282,0.001974294,0.1243216,0.00285232,0.0001206711,0.002836848,0.00005117441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960632,0.0001231706,0.0007328545,0.00003861995,0.000002301327,0.00006309553,0.001172204,0.0000346051,0.001770096],"genre_scores_gemma":[0.9950636,0.0001880368,0.001911851,0.00001527868,6.359562e-7,0.00002990151,0.001418698,0.00001224309,0.001359928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02262344,"threshold_uncertainty_score":0.1641454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03103483082515399,"score_gpt":0.194986262155055,"score_spread":0.163951431329901,"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."}}