{"id":"W1577687717","doi":"10.21083/surg.v1i2.402","title":"Development of the laser remote caliper as a method to estimate surface area and body weight in beef cattle","year":2008,"lang":"en","type":"article","venue":"SURG Journal","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Calipers; Mathematics; Body weight; Body surface area; Body surface; Kilogram; Animal science; Geodesy; Geometry; Geology; Surgery; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003225069,0.00009599719,0.0001210012,0.00002157417,0.000106325,0.000006729781,0.0001341707,0.00006690522,0.00002520939],"category_scores_gemma":[0.00003793283,0.00006759504,0.00003753209,0.00006727877,0.00004749553,0.000001845764,0.00008894095,0.0001155175,0.000002585784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001104228,"about_ca_system_score_gemma":0.000216988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002147364,"about_ca_topic_score_gemma":0.00004696985,"domain_scores_codex":[0.9992567,0.00008579734,0.0002218106,0.0001429248,0.000124816,0.0001679335],"domain_scores_gemma":[0.9996364,0.00001620661,0.00006629454,0.0001377214,0.00004885299,0.00009453133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005009206,0.0002751277,0.1285346,0.00005299104,0.0002591333,0.00002640449,0.005856127,0.009613976,0.792837,0.0002697779,0.006148957,0.05562498],"study_design_scores_gemma":[0.0008388801,0.0001421723,0.5459048,0.00006833787,0.00001776746,0.0007648703,0.00009533208,0.00004687619,0.400281,0.0007412116,0.05084902,0.0002497298],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856887,0.0003503254,0.01287865,0.0001762238,0.0001247427,0.00007907505,0.000003069033,0.000001493725,0.0006976959],"genre_scores_gemma":[0.6876895,0.00002803007,0.3114015,0.0001080535,0.0000528293,7.614684e-7,0.000001832981,0.000009593543,0.000707805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4173701,"threshold_uncertainty_score":0.2756446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507258008136202,"score_gpt":0.2837046955837971,"score_spread":0.268632115502435,"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."}}