{"id":"W4389483055","doi":"10.20517/mrr.2023.46","title":"A value chain to improve human, animal and insect health in developing countries","year":2023,"lang":"en","type":"article","venue":"Microbiome Research Reports","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"Value (mathematics); Insect; Business; Animal health; Human health; Chain (unit); Developing country; Biology; Computer science; Medicine; Ecology; Environmental health","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":[0.00308349,0.0003855241,0.0001874843,0.001096748,0.001762515,0.00482482,0.000456664,0.001361672,0.009645661],"category_scores_gemma":[0.003779998,0.0001637246,0.0002567206,0.001862317,0.001845342,0.002932854,0.003160689,0.00124625,0.0008932885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00306677,"about_ca_system_score_gemma":0.01175083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005316677,"about_ca_topic_score_gemma":0.006394768,"domain_scores_codex":[0.9990247,0.0004214269,0.00005118416,0.00005776344,0.0002457695,0.0001989862],"domain_scores_gemma":[0.9974108,0.0006476422,0.0004012472,0.0002151227,0.0007715198,0.0005535933],"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":[0.0003161317,0.0007151235,0.03913295,0.001188212,0.00009702606,0.001032275,0.003045381,0.002583342,0.01216856,0.2653146,0.04313179,0.6312747],"study_design_scores_gemma":[0.00007784212,0.001025834,0.04498631,0.004507445,0.000127541,0.0005645292,0.01209287,0.002989805,0.01430815,0.1894953,0.7297461,0.00007819793],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3171837,0.0509278,0.04716696,0.283117,0.003119349,0.0009186177,0.001496533,0.0003800862,0.29569],"genre_scores_gemma":[0.8968867,0.02906135,0.04787011,0.00737521,0.0004265103,0.0001808707,0.0004509777,0.00003665479,0.01771155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009645661,"threshold_uncertainty_score":0.03226799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07183242310304899,"score_gpt":0.3540181550718274,"score_spread":0.2821857319687784,"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."}}