{"id":"W4384693368","doi":"10.1093/oxfordhb/9780190933463.013.7","title":"The Dynamics of Production Agriculture","year":2023,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Simon Fraser University","funders":"","keywords":"Agriculture; Productivity; Production (economics); Scale (ratio); Agricultural productivity; Technology transfer; Business; Natural resource economics; Economic geography; Agricultural economics; Economics; Economic growth; Geography; International trade; Ecology; Biology","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":[0.0002542519,0.0001863894,0.0001217921,0.000612021,0.0009039005,0.003748879,0.0003241703,0.0004869765,0.01016025],"category_scores_gemma":[0.0004971921,0.0001220402,0.000104167,0.001138172,0.004386726,0.001979703,0.001294962,0.0008409939,0.0009509356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00282829,"about_ca_system_score_gemma":0.001149879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003426817,"about_ca_topic_score_gemma":0.003125068,"domain_scores_codex":[0.999738,0.00007516853,0.000005628346,0.00006942823,0.00008120744,0.00003062839],"domain_scores_gemma":[0.9998577,0.00006457277,0.0000140887,0.00002115093,0.00002476303,0.00001772878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006354727,0.000008587653,0.0004619853,0.00002962696,0.000002163525,0.0000855425,0.002279885,0.0008604705,0.0005164332,0.9606327,0.006950956,0.02816525],"study_design_scores_gemma":[0.000003069136,0.000008477931,0.001464308,0.000108196,0.000001343244,0.00009955164,0.00169508,0.0006351591,0.0001644629,0.2110493,0.7847663,0.000004902235],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02118734,0.01050271,0.006693736,0.007309102,0.0001484444,0.00001627066,0.0001244414,0.00005409323,0.9539639],"genre_scores_gemma":[0.8102558,0.01750737,0.00346319,0.001153138,0.0002232467,0.00005268815,0.0001568932,0.0000671671,0.1671206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01016025,"threshold_uncertainty_score":0.03398949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01827972587476973,"score_gpt":0.1675562445115877,"score_spread":0.149276518636818,"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."}}