{"id":"W4409170544","doi":"10.1016/j.agsy.2025.104329","title":"Use of atypical plant resources for cattle farming in Western Europe to drive agroecological transition","year":2025,"lang":"en","type":"article","venue":"Agricultural Systems","topic":"Agricultural Economics and Policy","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"Institut National de Recherche en Sciences et Technologies pour l'Environnement et l'Agriculture","keywords":"Agroecology; Agriculture; Agroforestry; Business; Geography; Environmental science; Archaeology","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":[0.0007029076,0.0001587576,0.0001658557,0.0009821539,0.0005305821,0.001384217,0.0002585366,0.0002802452,0.001329415],"category_scores_gemma":[0.0005495431,0.00006634885,0.0001651517,0.0009321132,0.0007422952,0.0005912109,0.0005498367,0.0001578338,0.00006207772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001194517,"about_ca_system_score_gemma":0.0004379103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02990324,"about_ca_topic_score_gemma":0.08105325,"domain_scores_codex":[0.9996112,0.0001707863,0.0000136507,0.00008019517,0.00005027779,0.00007387601],"domain_scores_gemma":[0.9996554,0.0001025208,0.0001217796,0.00002609386,0.00005557312,0.00003873351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001969072,0.00005139046,0.8919903,0.0001462429,0.0001699143,0.001317573,0.01324482,0.0009016208,0.007356463,0.002408533,0.0004949386,0.0817212],"study_design_scores_gemma":[0.000001443718,0.00002503016,0.9889732,0.00003935581,0.00001583898,0.0002473007,0.006403511,0.0002460452,0.0001497432,0.0002350484,0.003656879,0.000006650839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973528,0.0006339493,0.0003616294,0.0001415542,0.00000245078,0.000003043766,0.00006617558,0.000003985402,0.001434386],"genre_scores_gemma":[0.9987877,0.0002991967,0.0005298762,0.00004369355,0.000003676411,0.000002373861,0.00005870197,0.000002045916,0.0002727669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02990324,"threshold_uncertainty_score":0.05945837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02978552634849942,"score_gpt":0.2268666436466126,"score_spread":0.1970811172981131,"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."}}