{"id":"W2073576495","doi":"10.1016/j.tvjl.2014.09.018","title":"Lameness and hock injuries improve on farms participating in an assessment program","year":2014,"lang":"en","type":"article","venue":"The Veterinary Journal","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Novus International; University of British Columbia","keywords":"Hock; Lameness; Herd; Medicine; Veterinary medicine; Animal welfare; Animal science; Surgery; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007691334,0.0001995997,0.0002374624,0.00006858453,0.0004982224,0.0001808633,0.0002005944,0.00004859139,0.00004416435],"category_scores_gemma":[0.00002674933,0.0001263314,0.00005146165,0.00008014685,0.0001373792,0.0002355192,0.0001829995,0.0004479796,0.000006267467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005142875,"about_ca_system_score_gemma":0.00001680831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002211121,"about_ca_topic_score_gemma":0.000005545258,"domain_scores_codex":[0.9984959,0.0003907403,0.0003209109,0.000213518,0.0002082363,0.0003706336],"domain_scores_gemma":[0.9994195,0.00009153654,0.000135612,0.0002116138,0.0000443851,0.0000973169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002501279,0.0009974374,0.2303404,0.00007560315,0.00007371339,0.0005109645,0.005972445,0.00002223873,0.06515458,0.001264995,0.00006775221,0.6930186],"study_design_scores_gemma":[0.000619954,0.02515223,0.969236,0.00007674809,0.00002947591,0.0004940574,0.001486804,0.0005607041,0.00007279493,0.0005749946,0.001469039,0.0002271583],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979968,0.00005283006,0.00004476014,0.0004235666,0.0002181601,0.0002268972,0.000004682408,0.00005671019,0.0009755745],"genre_scores_gemma":[0.9986329,0.00002655536,0.000756751,0.0001076513,0.0002213991,0.0002114471,0.000001339064,0.00002479055,0.00001715956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7388956,"threshold_uncertainty_score":0.5151647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09908402468660525,"score_gpt":0.453541813412613,"score_spread":0.3544577887260077,"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."}}