{"id":"W1964211588","doi":"10.1017/s2040470014000314","title":"Nitrogen flows and livestock farming: lessons and perspectives","year":2014,"lang":"en","type":"article","venue":"Advances in Animal Biosciences","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada; ASTER","funders":"Ministry of Environment and Sustainable Development; Institut National de la Recherche Agronomique","keywords":"Materials science; Nitrogen; Metallurgy; Analytical Chemistry (journal); Environmental chemistry; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002033429,0.0001041624,0.0001251744,0.00007432345,0.00007756638,0.00004180448,0.0001128545,0.00003147855,0.000006910213],"category_scores_gemma":[0.00007076528,0.00008579499,0.00001336168,0.0001811602,0.0001413961,0.0003944628,0.00004760483,0.00008133828,0.000003308588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009547594,"about_ca_system_score_gemma":0.000004970993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006108139,"about_ca_topic_score_gemma":0.00007234791,"domain_scores_codex":[0.9993488,0.00001565669,0.0001002655,0.0002280361,0.0001020092,0.0002052772],"domain_scores_gemma":[0.9998006,0.00003851316,0.00001652648,0.00006585577,0.000009983002,0.00006855951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003619961,0.00008864394,0.0200052,0.0002614935,0.00001942956,0.00001124409,0.007261312,0.0003688738,0.3616789,0.4229529,0.00003711289,0.1872787],"study_design_scores_gemma":[0.001453434,0.002119418,0.04108517,0.0003244236,0.00005002963,0.0001459657,0.0200164,0.5211453,0.07216311,0.2257261,0.1135395,0.002231194],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813842,0.01402227,0.0005772009,0.000124209,0.0002255947,0.000065881,0.000003126657,0.0000678219,0.003529685],"genre_scores_gemma":[0.992853,0.003348208,0.003709106,0.00001885097,0.00003363204,0.000005902205,2.341084e-7,0.000005809891,0.00002525696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5207765,"threshold_uncertainty_score":0.3498618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01565878960091933,"score_gpt":0.2425987783835437,"score_spread":0.2269399887826244,"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."}}