{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004087451,0.0004408474,0.0003981832,0.0001282463,0.0007829081,0.0002419967,0.0004585282,0.0002588605,0.001533754],"category_scores_gemma":[0.000002517822,0.0003048686,0.000129293,0.00009557161,0.0008466516,0.00006408021,0.0006379855,0.000547536,0.001452842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005757631,"about_ca_system_score_gemma":0.00007644694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002792762,"about_ca_topic_score_gemma":0.003031517,"domain_scores_codex":[0.9971533,0.00005043654,0.0003760099,0.001173965,0.0007069834,0.0005393422],"domain_scores_gemma":[0.998899,0.00003863197,0.0001867271,0.0005717674,0.000008800346,0.0002950306],"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":[0.000003915387,0.00002200453,0.0001769961,0.00005959685,0.00001535194,0.00001172634,0.0004452237,0.000009655938,0.0002846803,0.003767652,0.9915029,0.003700271],"study_design_scores_gemma":[0.0001419104,0.00001743112,0.0009400693,0.0001145511,0.0000560115,0.000005914875,0.00001920371,0.000004596107,0.0001680013,0.009348786,0.9888002,0.0003833125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003960101,0.0003988205,0.00001477593,0.0002401114,0.0008518902,0.0006453496,0.00006905847,0.00007829532,0.9973057],"genre_scores_gemma":[0.000397812,0.00002225082,0.0003140351,0.0004057011,0.000182169,0.00003747787,0.0001620675,0.00001877227,0.9984597],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.005581134,"threshold_uncertainty_score":0.9999403,"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."}}