{"id":"W2087867279","doi":"10.2134/jeq2002.1046","title":"Consider a Cylindrical Cow","year":2002,"lang":"en","type":"article","venue":"Journal of Environmental Quality","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Environmental science; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002583059,0.00007819748,0.0001772376,0.00002736194,0.00002641532,0.00001130226,0.00006889675,0.00004934925,0.003869708],"category_scores_gemma":[0.00001896844,0.00006681166,0.00008691808,0.00001934009,0.00004249327,0.0001455393,0.000015626,0.0001394092,0.0001618492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005801422,"about_ca_system_score_gemma":0.000001266332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.128278e-7,"about_ca_topic_score_gemma":4.172385e-7,"domain_scores_codex":[0.9992342,0.00004065994,0.000390211,0.00004487691,0.0001752225,0.0001148028],"domain_scores_gemma":[0.9997081,0.00004043729,0.00008253532,0.00008041698,0.000002377294,0.00008615336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001336271,0.0009433959,0.007948317,0.0002138029,0.0006231196,0.0004284595,0.002303749,0.004486501,0.9125324,0.002484468,0.008383254,0.05951888],"study_design_scores_gemma":[0.007324901,0.0008692897,0.2667079,0.000185658,0.0003140606,0.002969793,0.001412915,0.00881279,0.1422312,0.004785424,0.5623797,0.002006419],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957917,0.0004429905,0.0005017322,0.0000461152,0.0004774925,0.00002706478,0.000007367037,0.00001425165,0.002691294],"genre_scores_gemma":[0.9987814,0.0001811974,0.000679637,0.00006852759,0.0001256942,4.081069e-7,5.472202e-7,0.000009702343,0.000152872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7703012,"threshold_uncertainty_score":0.9970409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03862202482005694,"score_gpt":0.2464138079932352,"score_spread":0.2077917831731783,"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."}}