{"id":"W2934496683","doi":"","title":"Suitability of foremilk somatic cell counts to estimate total quarter somatic cell count","year":2007,"lang":"en","type":"article","venue":"Poultry Science","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Somatic cell; Quarter (Canadian coin); Somatic cell count; Biology; Genetics; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003052016,0.0001070904,0.000272877,0.00006805467,0.00007973457,0.0000310472,0.0001848051,0.00005480454,0.0002424881],"category_scores_gemma":[0.001268764,0.00008390061,0.00005881392,0.0004580144,0.0001460144,0.0002133244,0.00004109362,0.0001449271,0.0003499358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007654499,"about_ca_system_score_gemma":0.0003086794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002889459,"about_ca_topic_score_gemma":0.000007583239,"domain_scores_codex":[0.9981905,0.00003115504,0.0005120079,0.0002863689,0.0006329803,0.0003469495],"domain_scores_gemma":[0.9981384,0.0006564144,0.0001779129,0.0004460349,0.0002856307,0.000295638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001893593,0.0008759143,0.8900546,0.0007316993,0.000009614485,0.00001789469,0.001136869,0.00002795406,0.1029667,0.000562039,0.0007748139,0.002652552],"study_design_scores_gemma":[0.001441909,0.0005973746,0.972624,0.0001399306,0.0001025877,0.00001541593,0.001480924,0.004003753,0.01647478,0.0004415418,0.002412012,0.0002657609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804426,0.00004993424,0.001412446,0.0006343269,0.0002737599,0.0003454814,0.00001215004,0.00002831898,0.01680094],"genre_scores_gemma":[0.9953831,0.000001196223,0.003457244,0.0006587542,0.00005438108,0.000003458325,0.000001585889,0.000006507736,0.000433761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08649188,"threshold_uncertainty_score":0.4497834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02325523472872328,"score_gpt":0.3826637786836777,"score_spread":0.3594085439549545,"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."}}