{"id":"W2786982683","doi":"10.5539/jas.v10n3p30","title":"Sustainable Intensification of Global Agronomic Output","year":2018,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Crop Yield and Soil Fertility","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cropping; Food security; Production (economics); Agricultural engineering; Agriculture; Environmental science; Crop yield; Population; Intercropping; World population; Crop; Yield (engineering); Agricultural productivity; Agricultural economics; Business; Agroforestry; Agronomy; Geography; Economics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008081633,0.0006483155,0.0002080961,0.0008488258,0.0002094227,0.001466713,0.0003675375,0.0003800521,0.008642548],"category_scores_gemma":[0.0008479042,0.0001005047,0.0004331351,0.001963439,0.0004562496,0.001598383,0.001170636,0.0005671002,0.001587017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001042096,"about_ca_system_score_gemma":0.001076532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001863867,"about_ca_topic_score_gemma":0.00224502,"domain_scores_codex":[0.9997991,0.00003903986,0.00001147403,0.00003621211,0.0000656894,0.00004861171],"domain_scores_gemma":[0.9996359,0.00005074166,0.00006937441,0.00004459669,0.000161677,0.00003762488],"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":[0.000326127,0.0001254383,0.04367129,0.002926804,0.0002280705,0.000618414,0.001000399,0.01832921,0.02198254,0.1187618,0.03975785,0.752272],"study_design_scores_gemma":[0.00003708289,0.0003651144,0.1430966,0.0008899422,0.0000827722,0.0006423308,0.001423924,0.004069875,0.006898085,0.04474038,0.7977126,0.00004133547],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3763575,0.03601321,0.03660817,0.02561735,0.001790285,0.0001323389,0.006875562,0.001914769,0.5146908],"genre_scores_gemma":[0.9142253,0.03638113,0.01682611,0.002231326,0.0006190652,0.00008171025,0.002897846,0.0002268656,0.02651063],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008642548,"threshold_uncertainty_score":0.02891225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657861931775405,"score_gpt":0.2352937091650542,"score_spread":0.2187150898473001,"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."}}