{"id":"W6901753590","doi":"10.60692/9ejtk-cr762","title":"Leveraging Available Resources and Stakeholder Involvement for Improved Productivity of African Livestock in the Era of Genomic Breeding","year":2019,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Animal Genetics and Reproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Livestock; Productivity; Sustainability; Context (archaeology); Government (linguistics); Animal production; Stakeholder; Production (economics); Animal breeding","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":[0.003603832,0.0003469323,0.0004960286,0.0007812075,0.0008250319,0.003302909,0.0005951038,0.001179764,0.004237531],"category_scores_gemma":[0.004892288,0.0001279444,0.0003359762,0.0009982702,0.0007886686,0.002726996,0.002104982,0.001125128,0.0004840144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008367941,"about_ca_system_score_gemma":0.004283826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001035958,"about_ca_topic_score_gemma":0.003745828,"domain_scores_codex":[0.9977384,0.001411422,0.0001196599,0.0001233295,0.0003134339,0.0002938271],"domain_scores_gemma":[0.9976225,0.001591052,0.0002176403,0.00004818062,0.0003202567,0.0002003129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009660295,0.00009795003,0.003658639,0.03643727,0.0002066003,0.0025662,0.01922915,0.0004269902,0.01444083,0.04795088,0.04018158,0.8347073],"study_design_scores_gemma":[0.000009800449,0.00009117465,0.003442646,0.01198374,0.0001062544,0.000704745,0.009714357,0.00008292857,0.001124951,0.006152033,0.9665645,0.00002292186],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03145626,0.834342,0.007742093,0.06680716,0.002409937,0.0002090468,0.0002581002,0.00007785603,0.05669753],"genre_scores_gemma":[0.216905,0.7442573,0.01426027,0.0142446,0.0007742461,0.0002600717,0.0003310683,0.00004377996,0.008923645],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004237531,"threshold_uncertainty_score":0.01905912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04003048632837389,"score_gpt":0.2004479148737454,"score_spread":0.1604174285453716,"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."}}