{"id":"W3118651968","doi":"10.21423/aabppro20197247","title":"“If it ain’t broke don’t fix it”","year":2019,"lang":"en","type":"article","venue":"American Association of Bovine Practitioners Conference Proceedings","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Guelph","funders":"","keywords":"Milking; Mastitis; Business; Dairy industry; Hygiene; Quality (philosophy); Agricultural science; Animal science; Medicine; Food science; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006696316,0.0001758815,0.0003525886,0.00003362988,0.0001292548,0.0001033204,0.0002839256,0.0001051767,0.003993046],"category_scores_gemma":[0.0007447898,0.0001001554,0.0001055265,0.0004915862,0.0001101706,0.0006919507,0.00008506524,0.0002433698,0.0002432044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001668043,"about_ca_system_score_gemma":0.00005228415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009309356,"about_ca_topic_score_gemma":0.0003061621,"domain_scores_codex":[0.9982685,0.00005449625,0.0004246175,0.0003676645,0.0005592784,0.0003254013],"domain_scores_gemma":[0.9976242,0.0003736529,0.001205184,0.00005320123,0.0006429015,0.0001009031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003835433,0.0006486317,0.3980235,0.0001356865,0.0002459041,0.000001825869,0.003554518,0.00001227255,0.237227,0.03122522,0.2667201,0.06182183],"study_design_scores_gemma":[0.0008552331,0.002031778,0.1448418,0.000190447,0.00009219029,0.000007617607,0.03484007,0.000615029,0.004217518,0.001946655,0.8094321,0.0009294932],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9003922,0.000008561476,0.00002575167,0.04427258,0.0001669227,0.0002946561,0.00008714728,0.0000899562,0.05466221],"genre_scores_gemma":[0.9887685,0.0002083357,0.0003204123,0.002514889,0.0001666589,0.00002637794,0.00009570606,0.000002151189,0.007897018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5427121,"threshold_uncertainty_score":0.9969174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542508330350798,"score_gpt":0.24866882417978,"score_spread":0.233243740876272,"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."}}