{"id":"W3134780956","doi":"","title":"À quelle échelle concilier production agricole et biodiversité : au niveau du paysage ou dans chaque parcelle ? Étude appliquée à la gestion des adventices","year":2017,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Political science; Forestry; Geography","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":[0.001523672,0.0006954498,0.0006991159,0.0007889565,0.001586841,0.005171694,0.0006559376,0.001669977,0.009213392],"category_scores_gemma":[0.002652295,0.0004482648,0.001029929,0.001849732,0.001376693,0.003725791,0.001089748,0.001667654,0.001828354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002538863,"about_ca_system_score_gemma":0.001039685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0490868,"about_ca_topic_score_gemma":0.04974268,"domain_scores_codex":[0.9985601,0.0004034176,0.00003265313,0.0005096188,0.0002867583,0.0002074191],"domain_scores_gemma":[0.9977737,0.001220638,0.0002211433,0.0001915377,0.0003886916,0.0002042135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002493087,0.001161091,0.3805296,0.001295067,0.001039804,0.002434502,0.04061532,0.009606727,0.2961414,0.05375891,0.002046474,0.208878],"study_design_scores_gemma":[0.00006582147,0.0008258999,0.8467627,0.0002425438,0.0003128634,0.001050823,0.02259202,0.004667739,0.03291123,0.009268621,0.08116977,0.0001299093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593521,0.002213445,0.00897799,0.0006597353,0.00005466232,0.00003847747,0.0004200161,0.00005802831,0.02822567],"genre_scores_gemma":[0.968344,0.001646663,0.00572862,0.0001380669,0.00002851602,0.00007551588,0.000412387,0.00006776744,0.0235584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0490868,"threshold_uncertainty_score":0.09760219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02264050132728947,"score_gpt":0.2256491231711374,"score_spread":0.2030086218438479,"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."}}