{"id":"W3188710009","doi":"10.13031/trans.14613","title":"The Manitoba Land Calculator: A Tool to Estimate Land Requirements for Manure Application in Manitoba, Canada","year":2021,"lang":"en","type":"article","venue":"Transactions of the ASABE","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Agriculture Food and Rural Development; Genome Prairie","funders":"","keywords":"Livestock; Manure; Nutrient management; Manure management; Land use; Environmental science; Sustainability; Production (economics); Agricultural science; Calculator; Nutrient; Agroforestry; Agricultural engineering; Geography; Agronomy; Engineering; Computer science; Forestry; Ecology; Biology; Economics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00117616,0.000809263,0.0004681816,0.006811708,0.001597345,0.001925694,0.001298479,0.0002004107,0.009825995],"category_scores_gemma":[0.005016492,0.0005210151,0.000608587,0.01065168,0.0003148973,0.0004668487,0.0007346404,0.0002471909,0.001824732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02931613,"about_ca_system_score_gemma":0.04987922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9916789,"about_ca_topic_score_gemma":0.9946942,"domain_scores_codex":[0.9987091,0.00009150956,0.00007983775,0.0001071952,0.0008910127,0.0001213487],"domain_scores_gemma":[0.9940795,0.0004176566,0.0003706494,0.00009979833,0.00478807,0.000244406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002573006,0.0001099166,0.5602756,0.001434975,0.0002630958,0.0004915755,0.001459472,0.0235436,0.002963642,0.003251451,0.1503316,0.2556178],"study_design_scores_gemma":[0.0001060604,0.00005693993,0.7321909,0.0008467354,0.0001896816,0.0001914079,0.003650418,0.05241496,0.004468854,0.0008785485,0.2048028,0.000202731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4074283,0.006063164,0.05334776,0.002061221,0.0001420655,0.002441,0.3861813,0.008799456,0.1335357],"genre_scores_gemma":[0.6528571,0.005275702,0.1679158,0.0004148266,0.00002967635,0.001410711,0.1214119,0.001476969,0.04920744],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02931613,"threshold_uncertainty_score":0.2127044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009492164970369199,"score_gpt":0.2371567430047323,"score_spread":0.2276645780343631,"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."}}