{"id":"W4387247181","doi":"10.1016/j.animal.2023.100836","title":"Review: Using animal welfare to frame discussion on dairy farm technology","year":2023,"lang":"en","type":"review","venue":"animal","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Boehringer Ingelheim Animal Health; Dairy Farmers of Manitoba; Libera Università di Bolzano; Fondazione Cassa di Risparmio di Bolzano","keywords":"Welfare; Animal welfare; Framing (construction); Emerging technologies; Public economics; Business; Economics; Computer science; Engineering; Biology; Ecology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003084504,0.001082789,0.003001082,0.0006999184,0.0005711962,0.00005181243,0.0008487999,0.0008097946,0.0002851607],"category_scores_gemma":[0.0002538664,0.0006929957,0.0009240255,0.001615439,0.000135187,0.00007919467,0.001376686,0.001223165,0.002927363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003181469,"about_ca_system_score_gemma":0.00009744958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000547852,"about_ca_topic_score_gemma":0.000009255848,"domain_scores_codex":[0.9959334,0.0001967635,0.001135246,0.001359337,0.000452789,0.0009224804],"domain_scores_gemma":[0.9982696,0.00007008787,0.0004049876,0.0009392364,0.0001171874,0.0001988907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000387722,0.0002706212,0.00008269666,0.06129819,0.0004288558,0.002005689,0.0001016763,7.743991e-8,0.000233375,0.002766977,0.01586615,0.916558],"study_design_scores_gemma":[0.00009590673,0.002853546,0.000390199,0.06572045,0.001142548,0.0003018472,0.0001322796,6.512484e-7,7.132074e-7,0.000009362461,0.9284673,0.0008851477],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003362318,0.9933599,0.000003514817,0.002216293,0.0003731676,0.001819225,0.0003941403,0.000799207,0.0006982751],"genre_scores_gemma":[0.001311694,0.996586,0.0001932624,0.000342161,0.0004441955,0.0003969097,0.0001149676,0.000306503,0.0003043269],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9156728,"threshold_uncertainty_score":0.9995521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1892321357821697,"score_gpt":0.4529370645426619,"score_spread":0.2637049287604921,"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."}}