{"id":"W4320481115","doi":"10.1016/j.psj.2023.102581","title":"Perception of laying hen farmers, poultry veterinarians, and poultry experts regarding sensor-based continuous monitoring of laying hen health and welfare","year":2023,"lang":"en","type":"article","venue":"Poultry Science","topic":"Animal Nutrition and Physiology","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Welfare; Animal welfare; Flock; Laying; Business; Status quo; Scale (ratio); Productivity; Environmental resource management; Agricultural science; Marketing; Engineering; Veterinary medicine; Medicine; Geography; Environmental science; Biology; Economic growth; Economics; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005779657,0.0002477518,0.0002768729,0.0008439694,0.001395427,0.001384828,0.000316749,0.001032781,0.002504583],"category_scores_gemma":[0.01021286,0.0002635472,0.0002854953,0.0004534046,0.001322226,0.001140937,0.001178918,0.0008282887,0.0002785239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00084415,"about_ca_system_score_gemma":0.0009873873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008175157,"about_ca_topic_score_gemma":0.008794928,"domain_scores_codex":[0.9974657,0.001086646,0.0001991434,0.0002127216,0.0005856898,0.0004499681],"domain_scores_gemma":[0.9906839,0.003828202,0.001841512,0.0001591224,0.00178493,0.001702274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000405305,0.0003278083,0.7535999,0.00051674,0.00006727631,0.003295801,0.2004845,0.0004961699,0.01017153,0.0004408183,0.001566974,0.02862711],"study_design_scores_gemma":[0.00002018366,0.001075219,0.3952074,0.0002349348,0.00003927653,0.001389525,0.5953751,0.00098536,0.0007771181,0.0002474652,0.004572253,0.00007617025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979122,0.0001359832,0.0002504772,0.0006679677,0.00001318899,0.00002437577,0.00002820574,0.000003885388,0.000963634],"genre_scores_gemma":[0.9985891,0.0002753311,0.0003246976,0.0003563361,0.00001097303,0.00002043647,0.00002835613,0.000001891426,0.0003928774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008175157,"threshold_uncertainty_score":0.0305661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03897544350092538,"score_gpt":0.2822511065429584,"score_spread":0.243275663042033,"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."}}