{"id":"W4402603797","doi":"10.1007/978-3-031-65968-3_2","title":"Transforming Agri-Food Systems Through Climate-Smart Practices: Ending Hidden Costs, Maximizing Benefits","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Natural resource economics; Business; Environmental economics; Computer science; Economics","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":[0.0005637323,0.0004658283,0.0001782953,0.0003418812,0.0006563066,0.004287105,0.0005806703,0.001174633,0.009457815],"category_scores_gemma":[0.0007658489,0.0001633335,0.0002056281,0.0008558937,0.00299571,0.003751575,0.001627465,0.001841305,0.001694807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002037755,"about_ca_system_score_gemma":0.001975302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00156465,"about_ca_topic_score_gemma":0.005484721,"domain_scores_codex":[0.9996262,0.000104287,0.000007120208,0.00004068206,0.0001784723,0.00004317507],"domain_scores_gemma":[0.9997993,0.00009900452,0.00002065395,0.0000288969,0.00002846575,0.00002371445],"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":[0.00001334442,0.00004913506,0.0001936996,0.0001995921,0.0000114228,0.00004454033,0.0007985698,0.00149174,0.001511787,0.8626238,0.02906489,0.1039975],"study_design_scores_gemma":[0.000005151172,0.00002284425,0.000579802,0.0002400271,0.000008014162,0.00006614238,0.001110538,0.0006889458,0.0009312243,0.4252009,0.5711377,0.000008672584],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007361194,0.0127373,0.01805413,0.01510865,0.0008854712,0.0000420455,0.00006953975,0.0001226817,0.945619],"genre_scores_gemma":[0.4473754,0.0443191,0.04162857,0.009114114,0.000928867,0.0001497883,0.0001551275,0.0003326571,0.4559963],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009457815,"threshold_uncertainty_score":0.03163958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02916905362016211,"score_gpt":0.2423900246730933,"score_spread":0.2132209710529311,"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."}}