{"id":"W7112272085","doi":"","title":"Évaluer la durabilité des élevages en Agriculture Biologique et communiquer sur leurs externalités positives","year":2025,"lang":"fr","type":"dissertation","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Sustainable Agricultural Systems Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Agriculture; Organic farming; Participatory action research; Citizen journalism; Quarter (Canadian coin)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01085132,0.000931604,0.000961206,0.0002177243,0.00127651,0.0007546094,0.00223585,0.001072313,0.001109945],"category_scores_gemma":[0.004661575,0.0007519315,0.0006984627,0.001599512,0.0008029923,0.0007797303,0.001006045,0.001379799,0.0001483736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00119948,"about_ca_system_score_gemma":0.0002448681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1034839,"about_ca_topic_score_gemma":0.09883979,"domain_scores_codex":[0.9579176,0.03802418,0.001161322,0.001330168,0.0007459802,0.0008207049],"domain_scores_gemma":[0.9871551,0.007851606,0.0009383952,0.001822068,0.00190156,0.0003312155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001857918,0.003970748,0.2488828,0.002294586,0.001618115,0.0001251576,0.1726254,0.002753194,0.2164995,0.1646681,0.004902654,0.181474],"study_design_scores_gemma":[0.0008846282,0.000004177845,0.8070251,0.007102874,0.0005061223,0.0000751137,0.01727605,0.001654243,0.1179842,0.002775973,0.0430378,0.001673724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8840243,0.0049009,0.007275035,0.009789073,0.0002289409,0.001188837,0.0002103382,0.0002601966,0.09212238],"genre_scores_gemma":[0.8019128,0.006050203,0.009195561,0.0001917517,0.00002916034,0.0002180556,0.002350431,0.00005970371,0.1799923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5581422,"threshold_uncertainty_score":0.9998032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143942719327804,"score_gpt":0.2332271629906338,"score_spread":0.2217877357973557,"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."}}