{"id":"W7117256890","doi":"10.21083/caree.v1i1.8936","title":"Not all BMPs are Created Equal: No Regret, Neutral, Sacrifice and Dead End BMPs","year":2025,"lang":"","type":"article","venue":"Canadian Agri-food & Rural Advisory Extension and Education Journal","topic":"Sustainable Agricultural Systems Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Regret; Global warming; Work (physics); Sacrifice; Agriculture; Sustainability; Investment (military); Revenue","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001043848,0.0008011831,0.0008563245,0.000712476,0.00237229,0.001091043,0.0005069236,0.0004547158,0.003468213],"category_scores_gemma":[0.0005984065,0.000630383,0.0002850452,0.001297443,0.0004596779,0.001148064,0.0001637755,0.001258916,0.0002409479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002094174,"about_ca_system_score_gemma":0.001576616,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07650241,"about_ca_topic_score_gemma":0.057016,"domain_scores_codex":[0.9950681,0.0006338005,0.001267551,0.001043651,0.0005411308,0.001445777],"domain_scores_gemma":[0.9941118,0.0001877763,0.0007527767,0.0005494374,0.0006174216,0.003780737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005105747,0.000797355,0.08085959,0.0007810102,0.001564655,0.000438961,0.00607511,0.0009712538,0.04269787,0.002254325,0.6175988,0.2454505],"study_design_scores_gemma":[0.0009442582,0.0004617458,0.7829209,0.001065722,0.0006844116,0.00134975,0.04053906,0.00044617,0.0002920373,0.0006672082,0.1694789,0.001149848],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576536,0.0126797,0.00001416651,0.02245538,0.002576426,0.0007832763,0.0000714476,0.00003790302,0.003728142],"genre_scores_gemma":[0.9666128,0.004247686,0.0001357271,0.007780108,0.0005738351,0.00002614484,0.00004767485,0.00003724256,0.02053876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7020613,"threshold_uncertainty_score":0.9999459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01292217732866896,"score_gpt":0.2303429527573281,"score_spread":0.2174207754286591,"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."}}