{"id":"W4412815381","doi":"10.5376/jeb.2025.16.0013","title":"Reducing the Environmental Impact of Potato Farming through Sustainable Practices","year":2025,"lang":"en","type":"article","venue":"Journal of Energy Bioscience","topic":"Potato Plant Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Agriculture; Sustainable agriculture; Business; Integrated farming; Environmental planning; Agroforestry; Agricultural science; Environmental resource management; Environmental science; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008911934,0.00008024724,0.0001398008,0.00003137265,0.0002653461,0.00008178047,0.000658802,0.00003565723,0.00006907561],"category_scores_gemma":[0.0004591927,0.00002267135,0.0001307063,0.0005758765,0.0002266398,0.000528258,0.0001511207,0.000149539,5.908938e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000992638,"about_ca_system_score_gemma":0.000109829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002080111,"about_ca_topic_score_gemma":0.00004338238,"domain_scores_codex":[0.9987814,0.0001186662,0.0002778473,0.0001275911,0.0003961886,0.0002982778],"domain_scores_gemma":[0.9986986,0.0005159163,0.0006022447,0.00005650055,0.00007307369,0.00005369312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00005458526,0.0001032534,0.01337158,0.000004336687,0.00002465303,0.00003188537,0.0001238915,0.0001897733,0.9737536,0.001535603,0.000655306,0.01015153],"study_design_scores_gemma":[0.0003679304,0.001793731,0.6497779,0.000196924,0.00005320827,0.0005144033,0.007427388,0.0007044564,0.2782394,0.003364166,0.05725912,0.0003013908],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965375,0.0006627982,0.00002287329,0.001394554,0.00006882744,0.00003424234,0.000005668167,0.000002805386,0.001270727],"genre_scores_gemma":[0.9985669,0.0003742595,0.00009816585,0.00008810981,0.00005948614,8.232489e-7,8.911055e-7,3.22731e-7,0.0008110626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6955142,"threshold_uncertainty_score":0.3144519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169835000120587,"score_gpt":0.3043833265893989,"score_spread":0.282684976588193,"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."}}