{"id":"W3190451416","doi":"10.1002/vro2.19","title":"Risk factors for digital dermatitis in free‐stall‐housed, Canadian dairy cattle","year":2021,"lang":"en","type":"article","venue":"Veterinary Record Open","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Livestock and Meat Agency; Agriculture Funding Consortium; Dairy Farmers of Canada","keywords":"Stall (fluid mechanics); Dairy cattle; Business; Animal science; Biology; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001167873,0.0002807105,0.0004068535,0.0001295011,0.000308357,0.0003398696,0.000679259,0.0001307203,0.000745456],"category_scores_gemma":[0.0001969478,0.0002940775,0.0001463597,0.0002238963,0.00006499611,0.0008488097,0.0008166526,0.0002061957,0.0001051745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002366177,"about_ca_system_score_gemma":0.0002210796,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2320009,"about_ca_topic_score_gemma":0.1386606,"domain_scores_codex":[0.9983261,0.00008668267,0.0003731232,0.0005026695,0.0001173275,0.0005941591],"domain_scores_gemma":[0.998884,0.0001585897,0.00008893573,0.000544439,0.00008741884,0.0002365685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006651761,0.0004025153,0.8910425,0.0001588635,0.0001862919,0.005237279,0.003194649,0.000003548611,0.0009950895,0.0001989365,0.05869009,0.03922511],"study_design_scores_gemma":[0.001131887,0.001792003,0.7101802,0.00007139258,0.00003043183,0.0003733968,0.001969495,0.00001654707,0.00004193239,0.0003384893,0.2835575,0.0004967148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790052,0.0002053008,0.00004672922,0.0006326898,0.0007400837,0.0007081538,0.003490629,0.00006108396,0.01511011],"genre_scores_gemma":[0.9962513,0.0001115242,0.0009769956,0.0001625445,0.00008280351,0.0002220085,0.0003003146,0.00007069616,0.001821827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2248674,"threshold_uncertainty_score":0.9999511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09053013372769683,"score_gpt":0.3349592322504333,"score_spread":0.2444290985227365,"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."}}