{"id":"W2062687208","doi":"10.1017/s1751731108003194","title":"Gait assessment in dairy cattle","year":2008,"lang":"en","type":"article","venue":"animal","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":139,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lameness; Udder; Gait; Animal welfare; Reliability (semiconductor); Physical medicine and rehabilitation; Gait analysis; Dairy cattle; Limiting; Medicine; Physical therapy; Mastitis; Animal science; Biology; Engineering; Surgery; Ecology","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":[0.00006174058,0.0001067529,0.0001492805,0.00004612913,0.0001209136,0.000006065905,0.00009260569,0.00004382459,0.0003991105],"category_scores_gemma":[0.000008084044,0.00009975584,0.00005232604,0.00009457191,0.00006587707,0.00008980927,0.00009419955,0.0001556295,0.0002471793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000053023,"about_ca_system_score_gemma":0.00003149233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003425468,"about_ca_topic_score_gemma":0.00003466079,"domain_scores_codex":[0.9992666,0.00002777707,0.0001537827,0.0001938211,0.0001329162,0.0002251038],"domain_scores_gemma":[0.9997708,0.00002256386,0.00002462928,0.0001227993,0.00002230331,0.00003694446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001873087,0.0001966573,0.9709606,0.000008831059,0.00001232931,0.001037771,0.0007399726,4.052846e-7,0.01857268,0.001980996,0.006010194,0.0002923105],"study_design_scores_gemma":[0.0002718633,0.0006284346,0.9956265,0.00000639806,0.00000609993,0.0001365333,0.0002884703,0.000006987638,0.00007812063,0.00002740891,0.002797401,0.0001257619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645306,0.0001103532,0.00001220783,0.0002469297,0.00006622768,0.00007896802,0.00000881101,0.00005915931,0.03488676],"genre_scores_gemma":[0.999152,0.00003194911,0.0003068156,0.00009371533,0.00007790494,0.00002419863,0.000004967286,0.00001436991,0.0002940501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03462144,"threshold_uncertainty_score":0.436998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09124888014940354,"score_gpt":0.3677099245825112,"score_spread":0.2764610444331076,"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."}}