{"id":"W3202078306","doi":"10.1093/jas/skab235.025","title":"27 Machine Learning Algorithms Based on Haplotype Libraries for Classification of Stillbirth Susceptibility in Holstein Cows","year":2021,"lang":"en","type":"article","venue":"Journal of Animal Science","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Brahman; Percentile; Single-nucleotide polymorphism; Animal science; Herd; Dairy cattle; Haplotype; Algorithm; Mathematics; Machine learning; Artificial intelligence; Biology; Statistics; Computer science; Genetics; Breed; Genotype","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002513481,0.0005304944,0.0008398563,0.001898269,0.0004544502,0.0009037253,0.001017713,0.0007751875,0.001729921],"category_scores_gemma":[0.005087871,0.0002273932,0.0007398475,0.001033003,0.0002520725,0.0006563069,0.0007087607,0.0007670413,0.000657658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005183045,"about_ca_system_score_gemma":0.0008240321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004179095,"about_ca_topic_score_gemma":0.003035733,"domain_scores_codex":[0.9992631,0.0002708001,0.00008703483,0.0001824354,0.0001007119,0.00009587088],"domain_scores_gemma":[0.9968643,0.002181543,0.0003169055,0.0001825763,0.00034919,0.0001054938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009200107,0.0008054432,0.1624653,0.0001407146,0.0005097296,0.000302124,0.0001389921,0.36085,0.005107587,0.001070395,0.002340554,0.4653491],"study_design_scores_gemma":[0.00002327876,0.0001350502,0.01563032,0.00001627342,0.00003042949,0.00005846706,0.00003726728,0.9816637,0.000983246,0.001181731,0.0002276718,0.00001245997],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8131312,0.001458951,0.1805664,0.0004190791,0.00006445881,0.0001304764,0.001095672,0.001607784,0.001526059],"genre_scores_gemma":[0.9572854,0.0001962778,0.03924444,0.00009798782,0.00005078584,0.0001280217,0.002037955,0.0000259332,0.0009330835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004179095,"threshold_uncertainty_score":0.01329273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02636723049150183,"score_gpt":0.2795286781211481,"score_spread":0.2531614476296463,"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."}}