{"id":"W7063754025","doi":"","title":"Alternative somatic cell count traits exploitable in genetic selection for mastitis resistance in Italian Holstein and Jersey cows","year":2018,"lang":"en","type":"article","venue":"Research Padua  Archive (University of Padua)","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mastitis; Somatic cell count; Herd; Lactation; Selection (genetic algorithm); Incidence (geometry); Holstein Cattle","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007660061,0.0001142536,0.0002649074,0.00123987,0.0003824703,0.0001049997,0.0005554658,0.00005267274,0.0001985596],"category_scores_gemma":[0.001586065,0.0001212674,0.00005767784,0.001375617,0.0005980404,0.0004453226,0.0001387453,0.0001860785,0.00005426492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001972932,"about_ca_system_score_gemma":0.0002545007,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194778,"about_ca_topic_score_gemma":0.05875857,"domain_scores_codex":[0.9955493,0.0009799819,0.0003190044,0.0006391961,0.002027093,0.0004854599],"domain_scores_gemma":[0.9970106,0.001503352,0.0001733977,0.0002367919,0.0009372609,0.0001386185],"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":[0.00290293,0.0009887308,0.1496543,0.0004894789,0.00008258684,0.00007191862,0.1023869,0.001438082,0.6451837,0.006801011,0.05042554,0.03957472],"study_design_scores_gemma":[0.005417961,0.001069276,0.3919554,0.0004705987,0.00001950033,0.000002477242,0.03581537,0.3110314,0.00681235,0.2409263,0.006054446,0.0004248434],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9071496,0.00007953747,0.08622966,0.0006355678,0.0001060627,0.001126325,0.00008356706,0.00000974596,0.004579941],"genre_scores_gemma":[0.9780639,0.00003815075,0.01781924,0.000009130776,0.00004056567,0.000007651843,0.00001052886,0.000007894418,0.004002953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6383714,"threshold_uncertainty_score":0.9584166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2584710127690336,"score_gpt":0.3930579087310398,"score_spread":0.1345868959620062,"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."}}