{"id":"W4401000972","doi":"10.1111/1746-692x.12434","title":"Productivity‐led Pathways to Sustainable Agricultural Growth: Six Decades of Progress","year":2024,"lang":"en","type":"article","venue":"EuroChoices","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Agricultural productivity; Agricultural economics; Productivity; Per capita; Total factor productivity; Economics; Population; Business; Geography; Economic growth","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01333091,0.001423026,0.0008692577,0.001797004,0.00147758,0.01249254,0.001732588,0.004962885,0.0153462],"category_scores_gemma":[0.009478467,0.0004039156,0.0007277241,0.002611537,0.004678964,0.01015396,0.009240204,0.007584258,0.004059164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006163112,"about_ca_system_score_gemma":0.01537581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003322311,"about_ca_topic_score_gemma":0.002776962,"domain_scores_codex":[0.9966694,0.0008837788,0.0002978878,0.0003198101,0.0008780376,0.0009511785],"domain_scores_gemma":[0.9913478,0.002885718,0.0007112812,0.0004951877,0.002380396,0.002179643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004406191,0.0003215558,0.002210543,0.004985412,0.000132453,0.0002442703,0.001300485,0.002222147,0.001070031,0.2149745,0.1431383,0.6289598],"study_design_scores_gemma":[0.00003421401,0.0002266885,0.003130077,0.004861722,0.00004215291,0.0001254966,0.002491369,0.0005950739,0.0007470358,0.09348475,0.8942022,0.00005924897],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00872164,0.564621,0.006175699,0.3658961,0.008258547,0.00006702481,0.000777738,0.000471179,0.04501113],"genre_scores_gemma":[0.1886353,0.7294565,0.0113901,0.04632245,0.005250436,0.0002397331,0.001158472,0.0001961596,0.01735071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0153462,"threshold_uncertainty_score":0.07050139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006531662847504072,"score_gpt":0.2248950530975173,"score_spread":0.2183633902500132,"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."}}