{"id":"W2939565443","doi":"10.5716/wp19006.pdf","title":"What do we really know about the impacts of improved grain legumes and dryland cereals? A critical review of 18 impact studies","year":2019,"lang":"en","type":"review","venue":"","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of British Columbia","funders":"Universidade Estadual de Campinas","keywords":"Agronomy; Agroforestry; Environmental science; Agricultural engineering; Biology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"opus","categories":["metaepi_broad"],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.004050751,0.001019834,0.003211606,0.007864457,0.0004672283,0.002217124,0.001415635,0.001667571,0.005104851],"category_scores_gemma":[0.01488697,0.0006811561,0.002643932,0.008174093,0.0008275905,0.002407982,0.001020153,0.001568156,0.0006011165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001821419,"about_ca_system_score_gemma":0.00774918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006862819,"about_ca_topic_score_gemma":0.01361207,"domain_scores_codex":[0.9980579,0.0005174012,0.0006126446,0.0002211823,0.0004993587,0.00009150494],"domain_scores_gemma":[0.9880779,0.009089479,0.001197806,0.0001443209,0.001324064,0.0001663932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001360112,0.00003551511,0.00038742,0.5835484,0.001325596,0.0001065967,0.0003245862,0.0001641488,0.0003008343,0.001416422,0.01245278,0.3998017],"study_design_scores_gemma":[0.00005985173,0.0002192001,0.003894533,0.5820114,0.008679642,0.0005468492,0.0006966594,0.00007057444,0.0002845197,0.001784809,0.4017123,0.000039615],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006995899,0.9993001,0.00003030355,0.0003087751,0.00008456985,0.000008045923,0.00003760578,0.00000152089,0.0001589608],"genre_scores_gemma":[0.0006593005,0.9988664,0.00007009595,0.0002696774,0.00005468159,0.00001204241,0.00002642344,8.652566e-7,0.00004057357],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9967884,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3587835427175524,"score_gpt":0.581311468393108,"score_spread":0.2225279256755556,"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."}}