{"id":"W7070998842","doi":"","title":"Simulating phosphorus dynamics in tile-drained agricultural fields: A focused assessment of the RZWQM2-P model and comparative analysis with DRAINMOD-P model","year":2024,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Ohio State University; Agricultural Research Service; Mitacs; McGill University; U.S. Department of Agriculture","keywords":"Agriculture; System dynamics; Phosphorus; Dynamics (music); Agricultural productivity","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0006033981,0.0005943998,0.0009847414,0.0002003698,0.0002786719,0.0007490783,0.001245966,0.0009810985,0.001353056],"category_scores_gemma":[0.001106158,0.0003669265,0.0007803421,0.0004865862,0.0003836173,0.000798859,0.0005194811,0.0005499659,0.0001532828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007761025,"about_ca_system_score_gemma":0.001577401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08209226,"about_ca_topic_score_gemma":0.03501244,"domain_scores_codex":[0.9998614,0.00004977335,0.000007316162,0.00003450626,0.00001832862,0.00002874828],"domain_scores_gemma":[0.9994468,0.0003345635,0.00003705528,0.00003582392,0.00009788144,0.00004782454],"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":[0.00007603956,0.00004059115,0.00306615,0.00002817142,0.00001801814,0.00002395017,0.00001175852,0.992873,0.0006997805,0.000227389,0.0001545997,0.002780669],"study_design_scores_gemma":[0.00002159964,0.00002227791,0.0005663289,0.00000137958,0.000006121489,0.000001441507,0.000009567993,0.999063,0.0001874537,0.00006577995,0.00005252194,0.000002670081],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693432,0.0001777448,0.02370073,0.0003443024,0.00004552241,0.00007272233,0.0008854621,0.0004000182,0.005030185],"genre_scores_gemma":[0.9915503,0.0001113403,0.006861223,0.00004149882,0.000009697533,0.0000435982,0.0003837324,0.00004717165,0.0009513554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08209226,"threshold_uncertainty_score":0.1632289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01431837874383758,"score_gpt":0.2448441549825678,"score_spread":0.2305257762387302,"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."}}