{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003973908,0.0001695722,0.0001596147,0.0004125646,0.001934574,0.002063406,0.0004320978,0.0008147889,0.003515537],"category_scores_gemma":[0.01086344,0.0001408723,0.0001798997,0.0003861665,0.006808731,0.001913815,0.001862979,0.001307217,0.000191727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001843734,"about_ca_system_score_gemma":0.001947207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005291886,"about_ca_topic_score_gemma":0.01146723,"domain_scores_codex":[0.9964554,0.001675552,0.0001109417,0.0002132197,0.001147343,0.0003974915],"domain_scores_gemma":[0.9934074,0.002612702,0.001901929,0.0003018282,0.00104215,0.0007340957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005835037,0.0004754808,0.4428735,0.0007757767,0.0001231944,0.002141143,0.2626289,0.001639182,0.007476755,0.1039115,0.01362932,0.1637418],"study_design_scores_gemma":[0.00003377962,0.0004434955,0.4202106,0.0006575501,0.00007757426,0.001231139,0.4804012,0.002238556,0.002313601,0.03708186,0.05520888,0.0001017991],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9305612,0.0003356276,0.004415347,0.008671972,0.00007232082,0.0000630877,0.00007938404,0.00001453865,0.05578654],"genre_scores_gemma":[0.9980733,0.00007053834,0.000605997,0.0002852067,0.000004950075,0.00001181735,0.00001276599,0.000001868771,0.000933448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005291886,"threshold_uncertainty_score":0.02101624,"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."}}