{"id":"W3165305595","doi":"10.21423/aabppro20153637","title":"Culling perspectives from dairy producers, veterinarians, DHI and feed mill advisors","year":2015,"lang":"en","type":"article","venue":"American Association of Bovine Practitioners Conference Proceedings","topic":"Human-Animal Interaction Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Valacta (Canada); Agriculture and Agri-Food Canada; McGill University; Université de Montréal","funders":"","keywords":"Culling; Production (economics); Flexibility (engineering); Business; Mill; Control (management); Herd; Milk production; Dairy industry; Selection (genetic algorithm); Agricultural science; Marketing; Operations management; Economics; Computer science; Microeconomics; Engineering; Medicine; Biology; Animal science; Veterinary medicine; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02024837,0.0003254089,0.0003845669,0.001808384,0.009789434,0.006685216,0.0007562757,0.002137065,0.004656281],"category_scores_gemma":[0.02013696,0.0003422122,0.0002523691,0.0009701609,0.004621836,0.002434696,0.003857989,0.002551961,0.0004213694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004296098,"about_ca_system_score_gemma":0.005189474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01196422,"about_ca_topic_score_gemma":0.02064861,"domain_scores_codex":[0.9827091,0.01299548,0.0005338556,0.000714043,0.001242531,0.001805006],"domain_scores_gemma":[0.9674733,0.02044299,0.003292151,0.0004310961,0.002475377,0.005885047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002174753,0.0002164986,0.1433182,0.0003035633,0.00003706324,0.002467962,0.8094062,0.0001147807,0.001733041,0.005567132,0.006354671,0.03026346],"study_design_scores_gemma":[0.00001275351,0.0001049898,0.02235927,0.0002197178,0.00001052096,0.000399624,0.9573209,0.00007367637,0.0002121205,0.0005408403,0.01872265,0.00002287417],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519501,0.002975993,0.0009542045,0.02673377,0.0002567913,0.0000609073,0.0001409905,0.00000914978,0.01691812],"genre_scores_gemma":[0.9891011,0.00148856,0.0005035503,0.005186823,0.0001318658,0.0000408971,0.00004717564,0.000005553602,0.003494467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02024837,"threshold_uncertainty_score":0.1070849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02108429604222949,"score_gpt":0.3111281134812145,"score_spread":0.290043817438985,"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."}}