{"id":"W6947745736","doi":"10.4224/20378987","title":"UMAR theory &amp; user manual: version 1.0","year":2002,"lang":"en","type":"report","venue":"NPARC","topic":"Plant nutrient uptake and metabolism","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quadrilateral; Orthotropic material; Solver; Direct stiffness method; Finite element method; Cartesian coordinate system; Isotropy; Truss; Domain decomposition methods","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00152303,0.002511823,0.001625219,0.003268958,0.001058083,0.002754054,0.005220022,0.001772025,0.3007189],"category_scores_gemma":[0.003770384,0.00241785,0.001620946,0.002500785,0.0007871715,0.00335902,0.002099552,0.002167703,0.2161938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085478,"about_ca_system_score_gemma":0.001713078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002997423,"about_ca_topic_score_gemma":0.003592853,"domain_scores_codex":[0.9984268,0.0001846299,0.00010906,0.0002010133,0.0009566827,0.000121873],"domain_scores_gemma":[0.9983785,0.0003722128,0.0000941591,0.0002794717,0.0008244119,0.00005121392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009117088,0.00007213435,0.0003746427,0.0009915594,0.0000392706,0.00009344934,0.0001356775,0.01009711,0.004701665,0.02257281,0.770904,0.1899265],"study_design_scores_gemma":[0.00007806555,0.00003661533,0.000484225,0.0003081215,0.00003476323,0.0003518336,0.00007058489,0.0613005,0.01084429,0.0168276,0.9095786,0.0000848194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001032772,0.0009178576,0.6562847,0.0003424182,0.0003999138,0.0004015881,0.03238592,0.1966296,0.1116051],"genre_scores_gemma":[0.01943782,0.001594251,0.5961074,0.000764076,0.0002469368,0.002470528,0.07017013,0.1246441,0.1845647],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3007189,"threshold_uncertainty_score":0.9974397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04519893132985427,"score_gpt":0.2531318646414171,"score_spread":0.2079329333115628,"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."}}