{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004346431,0.0006673892,0.0008189556,0.0008938441,0.0003004782,0.001666869,0.0006629609,0.001018943,0.0006201051],"category_scores_gemma":[0.01350126,0.0004221924,0.0006249162,0.0008770616,0.0005758223,0.0007479666,0.0002635877,0.0005443181,0.0007385313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004152295,"about_ca_system_score_gemma":0.0004662213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006200613,"about_ca_topic_score_gemma":0.007529767,"domain_scores_codex":[0.9958338,0.002181719,0.0003301192,0.000541106,0.0009939402,0.0001193022],"domain_scores_gemma":[0.9885964,0.007135077,0.00064128,0.0005479914,0.002804993,0.0002743925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001878011,0.0001071333,0.9313725,0.000148226,0.0002166361,0.000145735,0.0003997619,0.003165532,0.03254664,0.00007813914,0.0003570385,0.02958469],"study_design_scores_gemma":[0.00003376983,0.003765445,0.876501,0.0000959872,0.000432243,0.001172656,0.001240065,0.05717505,0.0577189,0.0002853292,0.001513291,0.00006637017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806014,0.0008935363,0.01550549,0.0001619556,0.00006577709,0.00004735641,0.0006382728,0.00007741718,0.002008661],"genre_scores_gemma":[0.9929126,0.0001950353,0.005967648,0.00004936704,0.00001294132,0.00001731978,0.000366921,0.00001289871,0.0004652333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006200613,"threshold_uncertainty_score":0.02298641,"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."}}