{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007588279,0.0001307499,0.0002330306,0.001693032,0.0004476339,0.000391074,0.0001112299,0.00006107789,0.00004687541],"category_scores_gemma":[0.0001815847,0.0001359977,0.00002030603,0.00176675,0.00008195735,0.0003205196,0.0004723628,0.0001854022,0.0002547668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005499068,"about_ca_system_score_gemma":0.0004000576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001710239,"about_ca_topic_score_gemma":0.0004038335,"domain_scores_codex":[0.9979945,0.0000300551,0.0005716484,0.0004533772,0.0002713009,0.0006790643],"domain_scores_gemma":[0.9992939,0.00003338174,0.0001408971,0.0001858436,0.0003195733,0.00002636328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001501236,0.0001936442,0.108512,0.003229482,0.0001342101,0.001894437,0.006930072,0.00002805886,0.1420417,0.2454212,0.4718948,0.01957026],"study_design_scores_gemma":[0.0003577812,0.00002498204,0.1228232,0.0001627559,8.863252e-7,0.00002029692,0.0005378873,0.0000768707,0.0006213159,0.001679689,0.8734052,0.000289129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684333,0.00003632475,0.00001857282,0.02889922,0.0002139889,0.0006801491,0.000002414381,0.0001080318,0.001608047],"genre_scores_gemma":[0.9908097,0.00005069111,0.0003228206,0.006585708,0.0002564915,0.0001069487,0.00008150217,0.00003657833,0.001749583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4015104,"threshold_uncertainty_score":0.5545826,"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."}}