{"id":"W2131757711","doi":"","title":"Milk flow patterns at the end of milking at the whole udder or quarter levels: relationship to somatic cell counts","year":2002,"lang":"en","type":"article","venue":"Socio-Environmental Systems Modeling","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Udder; Milking; Animal science; Somatic cell count; Morning; Quarter (Canadian coin); Evening; Lactation; Mastitis; Biology; Medicine; Internal medicine; Pregnancy; Geography; Ice calving","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":[0.0003359387,0.0001618949,0.0002663638,0.0006216893,0.00009341056,0.0002797945,0.00009571126,0.0001602091,0.0004798742],"category_scores_gemma":[0.001020269,0.0001381168,0.000178995,0.0003364743,0.0001232419,0.0002013765,0.0001590536,0.0001286872,0.00009471607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002514621,"about_ca_system_score_gemma":0.0001029901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002372886,"about_ca_topic_score_gemma":0.002074025,"domain_scores_codex":[0.999915,0.00001644613,0.000005459674,0.00002324861,0.00002032429,0.00001942917],"domain_scores_gemma":[0.9994528,0.0001928289,0.0001973754,0.00002719011,0.00006987725,0.00005992356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001435563,0.0001023617,0.9139768,0.00003879476,0.00006552848,0.00008467522,0.0002101275,0.004291818,0.06363408,0.00005664768,0.00004721262,0.01605636],"study_design_scores_gemma":[0.000004021745,0.0002162894,0.9923401,0.000001945905,0.00001231627,0.00005900033,0.00003708139,0.004592283,0.002611346,0.00003995209,0.00008150009,0.000004181227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993513,0.00004093927,0.0004250279,0.000001972852,2.331006e-7,0.000002914107,0.0001181805,0.000004719176,0.00005468362],"genre_scores_gemma":[0.9988576,0.00004379444,0.0004793462,0.000002039732,8.676502e-7,0.000007268876,0.0004654553,0.000001777544,0.0001417988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002372886,"threshold_uncertainty_score":0.004718125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06846797952426813,"score_gpt":0.2257425177704075,"score_spread":0.1572745382461394,"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."}}