{"id":"W7126430859","doi":"10.36253/rea-15620","title":"Sustainability and supply response of the sugarcane supply chain in Pakistan","year":2025,"lang":"en","type":"article","venue":"RIVISTA DI ECONOMIA AGRARIA","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Sustainability; Supply chain; Climate change; Production (economics); Supply chain management; Biodiversity","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003956778,0.0001333574,0.0001282993,0.0006297475,0.0004712415,0.001042458,0.0001744756,0.0003122319,0.001521442],"category_scores_gemma":[0.001518789,0.0001643311,0.0001766454,0.001430309,0.0004284508,0.0007485,0.0005119699,0.0002797006,0.0001503068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002042736,"about_ca_system_score_gemma":0.001315777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05255357,"about_ca_topic_score_gemma":0.03968996,"domain_scores_codex":[0.9997535,0.00005632861,0.00001405906,0.00004907927,0.00005050684,0.00007650775],"domain_scores_gemma":[0.9992981,0.0002520355,0.0002391539,0.00002421726,0.0001425331,0.00004390945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002799631,0.0000905742,0.8423168,0.0001464501,0.000134934,0.002084803,0.003347058,0.09834616,0.004018537,0.007030671,0.001375342,0.04082871],"study_design_scores_gemma":[0.0000156626,0.0002017295,0.8809693,0.00004670131,0.00004426219,0.0004159458,0.009884186,0.09497812,0.001679862,0.005818286,0.005892379,0.00005363141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959539,0.00009864404,0.001007322,0.0002021733,0.000003523484,0.00001440977,0.000510019,0.00000699879,0.002202948],"genre_scores_gemma":[0.9992498,0.0000973266,0.0002138766,0.000006761141,0.000001961972,0.00000465988,0.0001420288,0.000001144594,0.0002824137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05255357,"threshold_uncertainty_score":0.1044953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008950185374926435,"score_gpt":0.2491816077771477,"score_spread":0.2402314224022212,"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."}}