{"id":"W2843836565","doi":"10.3390/ani8070114","title":"A Description of Laying Hen Husbandry and Management Practices in Canada","year":2018,"lang":"en","type":"article","venue":"Animals","topic":"Animal Nutrition and Physiology","field":"Agricultural and Biological Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Mitacs; Egg Farmers of Canada","keywords":"Flock; Biosecurity; Animal husbandry; Deep litter; Cage; Laying; Litter; Agricultural science; Animal welfare; Business; Manure; Animal health; Welfare; Feather pecking; Management system; Animal science; Operations management; Veterinary medicine; Biology; Engineering; Ecology; Medicine; Pecking order; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.00006662513,0.00003497411,0.00006819386,0.000005199637,0.00003355534,0.000006529951,0.00004411342,0.0000157968,0.0001298242],"category_scores_gemma":[0.00001102663,0.00001467638,0.00000796024,0.00008420926,0.00002624249,0.00005202195,0.00002582359,0.00002201368,0.000002798266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001405827,"about_ca_system_score_gemma":0.000005980566,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4488781,"about_ca_topic_score_gemma":0.6546844,"domain_scores_codex":[0.9996572,0.0000301867,0.00008852418,0.00009393477,0.00004817812,0.00008197926],"domain_scores_gemma":[0.9998264,0.00004219921,0.00007885524,0.00001294344,0.0000193762,0.00002027898],"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":[0.0001254224,0.00003443634,0.4097909,0.00002648972,0.000008898684,0.000005989339,0.00005833065,8.493712e-8,0.5738758,0.001597945,0.001369886,0.01310572],"study_design_scores_gemma":[0.0000705838,0.0001753694,0.9871358,0.00001685398,0.000002790026,0.000001571062,0.001548968,0.000008497434,0.0002878766,0.0004409239,0.01026954,0.00004124418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968596,0.0001570078,2.508026e-7,0.0004413667,0.0000189918,0.00006253829,0.000004905062,0.000003742608,0.002451616],"genre_scores_gemma":[0.9994529,0.0001606422,0.00007304308,0.0002326369,0.00004468842,0.000003345743,0.000002237614,1.889274e-7,0.00003031933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5773448,"threshold_uncertainty_score":0.5547919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05925316856685476,"score_gpt":0.2497314634142488,"score_spread":0.1904782948473941,"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."}}