{"id":"W4414253580","doi":"10.1142/14599","title":"Agriculture and Environment","year":2025,"lang":"en","type":"book","venue":"WORLD SCIENTIFIC eBooks","topic":"Agriculture, Water, and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"","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":[0.0003724598,0.0011261,0.0006812166,0.001139645,0.001525157,0.004354895,0.0006390662,0.001670671,0.1569206],"category_scores_gemma":[0.0008055707,0.000331386,0.0003303741,0.001799851,0.001020956,0.002319188,0.001953109,0.002816194,0.1279308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00171676,"about_ca_system_score_gemma":0.002399381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01154247,"about_ca_topic_score_gemma":0.04461628,"domain_scores_codex":[0.9996457,0.0000418627,0.00001150025,0.00008593683,0.0001758283,0.00003910146],"domain_scores_gemma":[0.99984,0.00002533465,0.00001020496,0.00002772888,0.00006934471,0.00002729216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001516199,0.00001904683,0.0001275268,0.0001177711,0.000004237862,0.00004694263,0.0001785627,0.00008622912,0.0003555237,0.05199898,0.7952608,0.1517891],"study_design_scores_gemma":[9.310797e-7,0.000002682176,0.00008428821,0.00004319966,7.258922e-7,0.00001530484,0.00002825901,0.000009765615,0.00001754914,0.002558024,0.9972382,0.000001007777],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001085987,0.01310978,0.0004867493,0.00214657,0.002528622,0.00002603359,0.0002191643,0.0001257691,0.9812487],"genre_scores_gemma":[0.0009137803,0.004379414,0.000342001,0.001207614,0.0002853609,0.00002492257,0.000138949,0.00004077038,0.9926673],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1569206,"threshold_uncertainty_score":0.5249516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007911952236909504,"score_gpt":0.1931154683913612,"score_spread":0.1852035161544517,"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."}}