{"id":"W4317477165","doi":"10.3168/jds.2022-22547","title":"Selective dry-cow therapy can be implemented successfully in cows of all milk production levels","year":2023,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Cegep de Saint Hyacinthe","funders":"","keywords":"Udder; Ice calving; Mastitis; Medicine; Quarter (Canadian coin); Animal science; Herd; Milk production; California mastitis test; Dairy cattle; Lactation; Veterinary medicine; Biology; Pregnancy; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001142327,0.0001660182,0.0005976047,0.0002416875,0.0002232224,0.0003816911,0.0002791835,0.0002375648,0.0007045973],"category_scores_gemma":[0.001531343,0.0001048221,0.0002542308,0.0002077187,0.0002501207,0.0002499095,0.0004336046,0.0003022907,0.0001023965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003205411,"about_ca_system_score_gemma":0.0005287626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001315023,"about_ca_topic_score_gemma":0.004368579,"domain_scores_codex":[0.9996145,0.000150729,0.00004257417,0.00005843195,0.00008717959,0.00004661361],"domain_scores_gemma":[0.9993136,0.0001837752,0.0002807354,0.00006808813,0.00004863061,0.0001052149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03690951,0.006876467,0.1021273,0.001813766,0.0007404014,0.0002712992,0.0004146097,0.00283979,0.1516095,0.0004463891,0.002283139,0.6936679],"study_design_scores_gemma":[0.003962246,0.1511337,0.7652325,0.0003836747,0.0008659682,0.0007375774,0.0005078111,0.003948941,0.04861282,0.0005371036,0.02402149,0.00005605446],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993473,0.003111694,0.001829216,0.0002303641,0.00002620673,0.0001744301,0.0001803064,0.00004572261,0.0009291425],"genre_scores_gemma":[0.9941694,0.001280467,0.003625539,0.0001698865,0.00002509715,0.0001070266,0.0002515763,0.000003884875,0.0003672087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001315023,"threshold_uncertainty_score":0.006041229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.077605099926242,"score_gpt":0.3179439102532153,"score_spread":0.2403388103269733,"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."}}