{"id":"W2069048097","doi":"10.3168/jds.2011-4939","title":"Effect of an automated dipping and backflushing system on somatic cell counts","year":2012,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Milking; Somatic cell count; Udder; Herd; Animal science; Automatic milking; Bulk tank; Mastitis; Veterinary medicine; Biology; Medicine; Lactation; Ice calving","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":[0.0005694928,0.0002718284,0.0002543317,0.0002675843,0.0001622064,0.0004040462,0.0002692609,0.0002786963,0.0009310219],"category_scores_gemma":[0.001322148,0.0001808006,0.0003557993,0.0001789865,0.0002175085,0.0001671045,0.0002199184,0.0002765094,0.00009095319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005016407,"about_ca_system_score_gemma":0.0003296882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005722935,"about_ca_topic_score_gemma":0.00951296,"domain_scores_codex":[0.9992542,0.000289908,0.00004248507,0.0001290529,0.0001789358,0.0001053719],"domain_scores_gemma":[0.9981772,0.0008670455,0.0004338472,0.0001285558,0.000165803,0.000227655],"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":[0.01970176,0.008321017,0.2687173,0.0002833282,0.0004288224,0.0002700394,0.0005924056,0.002198169,0.6156465,0.0000692032,0.0004653868,0.08330613],"study_design_scores_gemma":[0.0002475754,0.06521311,0.8533478,0.00002364951,0.0002241906,0.0001611391,0.0003002316,0.004436751,0.07470046,0.00002756957,0.001287495,0.00003003089],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996921,0.00005244816,0.00006513804,0.000009981557,0.000004564785,0.000006843404,0.00002965433,0.000005045726,0.0001343531],"genre_scores_gemma":[0.9981761,0.00008418143,0.0009689279,0.00005549077,0.000009752609,0.00001585174,0.00009987938,0.000003261162,0.0005866468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005722935,"threshold_uncertainty_score":0.01137924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01708734120583414,"score_gpt":0.2711336888365232,"score_spread":0.254046347630689,"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."}}